{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import openpathsampling as paths\n", "import numpy as np\n", "from toy_plot_helpers import ToyPlot\n", "plot = ToyPlot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up the engine\n", "\n", "We always need to set up an MD engine which knows the details of the system we're simulating. The MD engine always takes a template snapshot as an example of what the system looks like. Importantly, the template includes a `topology`, which contains information about how to calculate the interactions." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import openpathsampling.toy_dynamics as toys\n", "\n", "pes = (\n", " toys.toy_pes.OuterWalls([1.0, 1.0], [0.0, 0.0]) + \n", " toys.toy_pes.Gaussian(2.0, [1.0, 4.0], [0.0,1.0]) + \n", " toys.toy_pes.Gaussian(2.0, [25.0, 1.0], [0.0, -1.0])\n", ")\n", "\n", "topology=paths.ToyTopology(\n", " n_spatial = 2,\n", " masses =[1.0, 1.0],\n", " pes = pes\n", ")\n", "\n", "template = paths.Snapshot(\n", " coordinates=np.array([[-0.5, 0.0]]), \n", " velocities=np.array([[0.0,0.0]]),\n", " potential_energy = 0.0, # Important to set energies dimensionless otherwise kcal/mol is default\n", " kinetic_energy = 0.0,\n", " topology=topology\n", ")\n", "\n", "integ = toys.toy_integrators.LangevinBAOABIntegrator(dt=0.02, temperature=0.1, gamma=2.5)\n", "\n", "options={\n", " 'integ' : integ,\n", " 'n_frames_max' : 5000,\n", " 'nsteps_per_frame' : 10\n", "}\n", "\n", "toy_eng = toys.toy_engine.ToyEngine(\n", " options=options,\n", " template=template\n", ")\n", "toy_eng.initialized = True\n", "\n", "toy_eng.current_snapshot = template" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Register this engine with the PathMovers" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "paths.SampleGeneratingMover.engine = toy_eng" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAFrCAYAAABxBuubAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUUghhRRSSCGFNKj8P5jFvluCI5iOAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot.add_pes(pes)\n", "plot.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading trajectories from a previous calculation\n", "\n", "Path sampling calculations take trajectories as input, so we need an input trajectory. We get that by running the `toy_bootstrap.ipynb`. Since that's a more advanced example, don't worry about understanding everything in there. Assuming you have an initial trajectory, all you need in order to run TIS is what's included in this notebook.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "store_bootstrap = paths.storage.Storage('toy_bootstrap.nc', mode='r')\n", "\n", "# note that the next three lines could be combined into one; they're separated here for educational purposes\n", "final_sampleset = store_bootstrap.samplesets.last()\n", "final_sample = final_sampleset.samples[-1]\n", "traj = final_sample.trajectory" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAFrCAYAAABxBuubAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot.plot([traj])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up order parameter, states, and interfaces" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we define the order parameter. We do this in two stages: first, we actually define a normal Python function which takes a `Snapshot` and return a number: in this case, the x-coordinate. Then we wrap that function into an OpenPathSampling order parameter using `paths.CV_Function`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def xval(snapshot):\n", " \"\"\"Return atom 0, coordinate 0 from the given snapshot\"\"\"\n", " return snapshot.xyz[0][0]\n", " \n", "\n", "op_xval = paths.CV_Function(name=\"xval\", fcn=xval)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we use that order parameter to define several volumes of interest. First we define the states. Note that we Python's `float(\"inf\")` notation to create infinity (and negative infinity). The choice of where to set the state boundaries is based on the image or the PES above.\n", "\n", "Then we set the interfaces using `CVRangeVolumeSet`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "stateA = paths.CVRangeVolume(op_xval, float(\"-inf\"), -0.3)\n", "stateB = paths.CVRangeVolume(op_xval, 0.3, float(\"inf\"))\n", "\n", "interfaces = paths.VolumeFactory.CVRangeVolumeSet(\n", " op_xval, \n", " minvals=float(\"-inf\"), \n", " maxvals=[-0.30, -0.24, -0.18, -0.13, -0.08, -0.05]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Equilibration in the path ensemble\n", "\n", "At the end of the bootstrapping process, we have a set of paths which we can use to start TIS sampling. Before doing a production run, we should let these paths equilibrate within the ensembles. If you generate your initial path through dynamics that aren't the true dynamics (e.g., using high temperature runs or using metadynamics), this stage is **extremely** important. It's important here as well, but less so than if your initial path is non-physical.\n", "\n", "First, we'll set up the `TISTransition` we're interested in. Since this particular calculation is just studying the A-to-B transition, we use this object. In general, you'll want to use one of the `TransitionNetwork` objects. See the `toy_network.ipynb` notebook for more information on studying networks of transitions." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tis_trans = paths.TISTransition(\n", " stateA=stateA,\n", " stateB=stateB,\n", " interfaces=interfaces,\n", " name=\"A->B equil\",\n", " orderparameter=None # default order parameter for analysis; not used\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "initial_globalstate = paths.SampleSet.map_trajectory_to_ensembles(traj, tis_trans.ensembles)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "initial_globalstate.sanity_check()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will be an example of a \"normal\" TIS run, i.e., TIS without replica exchange. We will sampling using only shooter movers (the same ones defined for the bootstrapping) and path reversal movers." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "store_equil = paths.storage.Storage(\"toy_equil.nc\", \"w\", template=template)\n", "\n", "equilibration = paths.PathSampling(\n", " storage=store_equil, \n", " engine=toy_eng, \n", " move_scheme=tis_trans.default_schemes(toy_eng),\n", " globalstate=initial_globalstate\n", ")\n", "equilibration.save_frequency=5" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "equilibration.globalstate.sanity_check()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DONE! Completed 50 Monte Carlo cycles.\n", "\n" ] } ], "source": [ "while not stateA(equilibration.globalstate[0].trajectory[-1]): # keep equilibrating until innermost can extend to minus CLEAN THIS LATER\n", " equilibration.run(50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RETIS: Production run\n", "\n", "Now we'll do a full production run using replica exchange TIS (RETIS).\n", "\n", "First, we create a `RETISTransition`, in the same way that we created the `TISTransition`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "retis_trans = paths.RETISTransition(\n", " stateA=stateA,\n", " stateB=stateB,\n", " interfaces=interfaces,\n", " name=\"A->B\",\n", " orderparameter=op_xval # we'll use this in the analysis notebook\n", ")\n", "start_gs = paths.SampleSet.translate_ensembles(equilibration.globalstate, retis_trans.ensembles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point, we still don't have a path that satisfies the minus interface. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "#minus_segment = equilibration.globalstate[0].trajectory\n", "#last_frame = minus_segment[-1]\n", "#extension = toy_eng.generate(last_frame, [retis_trans.minus_ensemble.can_append])\n", "#first_minus = paths.Trajectory(minus_segment + extension[1:])\n", "#minus_samp = paths.Sample(\n", "# replica=-1,\n", "# trajectory=first_minus,\n", "# ensemble=retis_trans.minus_ensemble,\n", "#)\n", "minus_samp = retis_trans.minus_ensemble.populate_minus_ensemble(\n", " partial_traj=equilibration.globalstate[0].trajectory,\n", " minus_replica_id=-1,\n", " engine=toy_eng\n", ")\n", "start_gs = start_gs.apply_samples([minus_samp])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "start_gs.sanity_check()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import logging.config\n", "logging.config.fileConfig(\"logging.conf\", disable_existing_loggers=False)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "store_retis = paths.storage.Storage(\"_toy_retis.nc\", \"w\", template=template)\n", "store_retis.save(retis_trans)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "production = paths.PathSampling(\n", " storage=store_retis,\n", " engine=toy_eng,\n", " move_scheme=retis_trans.default_schemes(toy_eng),\n", " globalstate=start_gs\n", ")\n", "production.save_frequency = 10" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DONE! Completed 200 Monte Carlo cycles.\n", "\n" ] } ], "source": [ "#stats = %prun -r \n", "production.run_until(200)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#stats.dump_stats('output_200.pstats')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#%load_ext line_profiler" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#%lprun -f paths.SequentialEnsemble._find_subtraj_final \\\n", "# -f paths.SequentialEnsemble._find_subtraj_first \\\n", "# production.run(100)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }