{ "cells": [ { "cell_type": "markdown", "id": "807f605c-5f04-454b-aa82-49a2264293e6", "metadata": {}, "source": [ "# Multistate Sampling 1: Replica Exchange\n", "\n", "## Introduction\n", "\n", "Multistate sampling refers to running simulations that sample a variety of *thermodynamic states*. A thermodynamic state is defined by the values of macroscopic properties such as temperature, pressure, and force field parameters. OpenMM has a flexible mechanism for describing thermodynamic states and a selection of algorithms for efficiently sampling them.\n", "\n", "Multistate sampling can be used for a variety of purposes. Most of them fall into two categories.\n", "\n", "1. **To efficiently sample multiple states.** For example, in an alchemical free energy calculation you need to compute properties of a system for different lambda values that transition between two different chemical systems. Or for an umbrella sampling simulation, you need to compute properties with the biasing potential at different positions. You could, of course, just run an independent simulation of each state, but multistate sampling algorithms are often much more efficient and produce converged results much more quickly.\n", "2. **To accelerate sampling.** For example, you might want to study a system at physiological temperature, but it involves conformational transitions that only happen rarely at that temperature. You therefore simulate both the temperature you care about and also higher temperatures at which the transition happens more easily. The temperatures are coupled to each other in ways that allow efficient sampling of transitions while still producing results that correspond to the lower temperature.\n", "\n", "In this tutorial we will use *replica exchange*, a popular multistate sampling algorithm. It simulates several replicas of a system, each in a different thermodynamic state. It periodically exchanges the states between replicas, allowing a single trajectory to pass through multiple states over time. For example, a replica might start at low temperature, move to a higher temperature where transitions can happen more quickly, then return to the low temperature again. Exchanges are done in a way that still produces a correct Boltzmann distribution for each state.\n", "\n", "## Running the Simulation\n", "\n", "Let's start by creating the `System`, `Integrator`, and `Simulation`. In this example, we will simulate alanine dipeptide in a box of water." ] }, { "cell_type": "code", "execution_count": 1, "id": "c00cb043-3da9-41e5-82af-97a274c62acc", "metadata": {}, "outputs": [], "source": [ "from openmm import *\n", "from openmm.app import *\n", "from openmm.unit import *\n", "\n", "pdb = PDBFile('alanine-dipeptide-water.pdb')\n", "ff = ForceField('amber19-all.xml', 'amber19/tip3pfb.xml')\n", "system = ff.createSystem(pdb.topology, nonbondedMethod=PME, constraints=HBonds, hydrogenMass=1.25*amu)\n", "integrator = LangevinIntegrator(300*kelvin, 1.0/picosecond, 0.004*picoseconds)\n", "simulation = Simulation(pdb.topology, system, integrator)\n", "simulation.context.setPositions(pdb.positions)" ] }, { "cell_type": "markdown", "id": "982bb956-d13a-4422-84e8-a8abaa2b139d", "metadata": {}, "source": [ "The constructor for `LangevinIntegrator` requires us to specify a temperature, but the value doesn't matter. It will get changed by the replica exchange algorithm as soon as we start running a simulation.\n", "\n", "Next we will define the set of thermodynamic states to simulate. For this simulation, we will simulate a variety of temperatures between 300K and 450K. This produces accurate sampling of the low temperatures while also permitting faster transitions between conformations.\n", "\n", "Thermodynamic states are specified by `dict` objects. The keys are the names of properties and the values are the corresponding values. In this case the only property is `'temperature'`. In the next tutorial we will see an example of states that define force field parameters." ] }, { "cell_type": "code", "execution_count": 2, "id": "3da0357f-e1fd-4c82-980b-20a53d69323c", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "states = [{'temperature':t*kelvin} for t in np.geomspace(300.0, 450.0, 20)]" ] }, { "cell_type": "markdown", "id": "0d2fc609-3da4-489c-ad51-f5b0ca6c59ec", "metadata": {}, "source": [ "Note that we use `geomspace()` to space the temperatures geometrically. Having a constant ratio between temperatures tends to lead to the most efficient sampling. For other types of properties, a different sort of spacing may be more appropriate.\n", "\n", "To perform replica exchange, we create a `ReplicaExchangeSampler`. The constructor requires three arguments: the list of states, the `Simulation` object, and the interval (in time steps) at which to attempt exchanges. We specify 100 for the last one. That means it will simulate each replica for 100 steps, attempt to exchange states between them, then continue on to the next iteration." ] }, { "cell_type": "code", "execution_count": 3, "id": "79d317fa-6259-4ccb-b0c6-d41719834663", "metadata": {}, "outputs": [], "source": [ "sampler = ReplicaExchangeSampler(states, simulation, 100)" ] }, { "cell_type": "markdown", "id": "e1ed020d-562b-4bd9-b9f8-e88d7a913608", "metadata": {}, "source": [ "Before collecting data from any simulation, you should always begin by equilibrating it. In this case, we need to equilibrate each replica separately." ] }, { "cell_type": "code", "execution_count": 4, "id": "4ed6d445-558c-4603-ae0d-eaad1bca1d9c", "metadata": {}, "outputs": [], "source": [ "for i in range(len(states)):\n", " sampler.simulateReplica(i, 10000)" ] }, { "cell_type": "markdown", "id": "6bc41f05-b0ab-47fc-83e4-2041dc5de535", "metadata": {}, "source": [ "When running a simulation, we usually need to save results for later analysis. Because replica exchange is so different from standard simulations, the usual reporters are not appropriate. Instead there is a special `ReplicaExchangeReporter` class just for recording information from replica exchange simulations. We add it to the `ReplicaExchangeSampler` instead of the `Simulation`. We give it a path to a directory, and it creates multiple files inside that directory with the information we request. That always includes a file called `log.csv` recording what state each replica was in at each iteration. We also can request a variety of other information. In this case we specify `trajectoryPerState=True`, which means to save a trajectory file for each thermodynamic state." ] }, { "cell_type": "code", "execution_count": 5, "id": "13119b44-9f1d-455e-ab2a-b5b17f36a5ee", "metadata": {}, "outputs": [], "source": [ "sampler.reporters.append(ReplicaExchangeReporter('repex', 1, sampler, trajectoryPerState=True, atomSubset=list(range(22))))" ] }, { "cell_type": "markdown", "id": "cd52f7cc-109b-4ed8-ae6f-4e23fd6cd907", "metadata": {}, "source": [ "The second argument is the frequency at which to record information. Unlike standard reporters, this is measured in iterations, not time steps. Since we specified 100 steps for each iteration, output will be written every 100 time steps.\n", "\n", "Now we are ready to run the simulation. Simply call `simulate()` on the `ReplicaExchangeSampler`. The argument is again measured in iterations, not steps." ] }, { "cell_type": "code", "execution_count": 6, "id": "f4155486-e6de-4b30-a068-429c5c1d9415", "metadata": {}, "outputs": [], "source": [ "sampler.simulate(1000)" ] }, { "cell_type": "markdown", "id": "944ace5d-60b3-4f13-a83c-464e361c6dc5", "metadata": {}, "source": [ "## Analysis\n", "\n", "With any replica exchange simulation, the first thing you should do is make sure the replicas are getting exchanged correctly. If the replicas are too far apart, they may get stuck in a single state, unable to transition to a different one. In less extreme cases they may divide into groups with frequent transitions between the states in each group, but very little mixing between the groups.\n", "\n", "The log file records which state each replica was in at each time. Let's load it and plot the state assignments for the replicas." ] }, { "cell_type": "code", "execution_count": 7, "id": "28a20506-c82f-4dd7-a80f-b8b62b05b2a6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plot\n", "import os\n", "\n", "log = np.loadtxt(os.path.join('repex', 'log.csv'), delimiter=',', skiprows=1)\n", "plot.plot(log[:,2:])\n", "plot.xlabel('Iteration')\n", "plot.ylabel('State')\n", "plot.yticks(np.arange(20))\n", "plot.show()" ] }, { "cell_type": "markdown", "id": "a1739d01-d19c-47d6-ab82-1fafe4899989", "metadata": {}, "source": [ "There is good mixing between all states, so they are close enough together to allow frequent exchanges. If there were not, we would need to increase the number of states.\n", "\n", "Let's load the trajectory file for state 0 (temperature 300K) and create a Ramachandran plot for it." ] }, { "cell_type": "code", "execution_count": 9, "id": "f0881911-ffe4-4db4-a29a-1b93e7407caf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import MDAnalysis as mda\n", "from MDAnalysis.analysis.dihedrals import Ramachandran\n", "\n", "u = mda.Universe('alanine-dipeptide.pdb', os.path.join('repex', 'state_0.xtc'))\n", "ramachandran = Ramachandran(u.select_atoms('protein')).run()\n", "ramachandran.plot()\n", "plot.show()" ] }, { "cell_type": "markdown", "id": "17644109-889f-4195-873b-e00b3470c1d1", "metadata": {}, "source": [ "We have a well converged distribution of dihedral angles at our target temperature.\n", "\n", "Replica exchange clearly worked, but you might still wonder if it was really worth doing. We had to simulate 20 replicas, 19 of which were at temperatures we didn't really care about. If we had just run a single simulation at 300K for 20 times as long, could we have gotten as good a result?\n", "\n", "The answer depends on the details of a particular simulation, but often replica exchange still ends up as a huge benefit despite the need to simulate extra replicas. The reason is that transition rates depend exponentially on $E/k_BT$, where $E$ is the barrier height. Even a small increase in temperature can sometimes lead to a large increase in the number of transitions observed. If instead we ran a single simulation at a fixed temperature, the number of transitions would only grow linearly with the length of the simulation. In the right cases, the exponential improvement from adding higher temperature replicas is far greater than the linear improvement from a longer simulation.\n", "\n", "## Next Steps\n", "\n", "Replica exchange is not the only multistate sampling method in OpenMM. The next tutorial discusses expanded ensemble sampling, a related method that can often be more efficient, but requires a little more care to use correctly.\n", "\n", "## Links\n", "\n", "- API Documentation\n", " - [ReplicaExchangeSampler](https://docs.openmm.org/latest/api-python/generated/openmm.app.replicaexchangesampler.ReplicaExchangeSampler.html)\n", " - [ReplicaExchangeReporter](https://docs.openmm.org/latest/api-python/generated/openmm.app.replicaexchangereporter.ReplicaExchangeReporter.html)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.13.3" } }, "nbformat": 4, "nbformat_minor": 5 }