ENSEMBLE averaging / replica exchange Robert Best 0-K String method Victor Ovchinnikov The ENSEMBLE module of CHARMM permits one to start a number of copies of CHARMM, communicating using MPI, with some small amount of information being shared between the copies. There are a number of applications of this: (i) to average restraints over an ensemble (especially useful for NOE's/spin labels in unfolded states (1,2). (ii) to perform replica-exchange (parallel tempering) (3) simulations at a number of temperatures to enhance sampling. (iii) to do replica exchange between different energy functions. (e.g. between different umbrella windows) (4). (iv) exponential averaging of different force-fields (5). (v) to find a minimum energy path (MEP) between two conformations of a molecule (0-K String method) Many other applications can be envisaged. This feature is still quite new and it is advisable to stick closely to the test cases to start with. References: ------------- 1. R. B. Best & M. Vendruscolo, JACS, 126, 8090-8091 (2004) + supp info. 2. R. B. Best, J. Clarke & M. Karplus, J. Mol. Biol., 349, 185-203 (2005). 3. K. Lindorff-Larsen, R. B. Best, M. A. DePristo, C. M. Dobson & M. Vendruscolo, Nature, 433, 128-132 (2005). 4. R. B. Best & G. Hummer, unpublished. 5. R. B. Best, Y-G. Chen and G. Hummer, Structure, 13, 1755-1763 (2005). The zero-temperature string method is described in: 1. E, W., Ren, W. & Vanden-Eijnden, E. Simplified and improved string method for computing the minimum energy paths in barrier-crossing events. J. Chem. Phys. 126, 164103-164103-8 (2007) ------------------------------------------------------------------ NOTES ON BUILDING THE ENSEMBLE CODE: For gnu compilers: $> ./install.com gnu medium E M ------------------------------------------------------------------ * Menu: * Syntax:: Syntax of the ENSEMBLE command * General Description:: General info on I/O and other practical matters * Replica Exchange:: Using replica exchange to swap between different force-fields and/or temperatures * Ensemble Restraints:: Using HQBM and ENSEMBLE to average restraints * Force-field Averaging:: Combining two potentials with exponential averaging (e.g. for "multi-go" models) * 0-K String method:: Finding minimum energy paths (MEP) between two conformations of a molecule * Test Cases:: Description of c33 and c34 tests
Initialize ENSEMBLE: -------------------- ENSEMBLE NENSEM integer Replica exchange commands: -------------------------- ENSEMBLE EXCH T2REp integer REP2t integer FREQ integer MAPU integer - [ AUTO LOWT real TGRAD real PSWAP real | TEMP1 TEMP2 ... TEMPN ] ENSEMBLE [SWON | SWOFF] ENSEMBLE INFO ENSEMBLE STRING General commands: ----------------- ENSEMBLE SYNC ENSEMBLE SEED [ROOT integer] Force-field averaging (used for "multi-Go", for example) -------------------------------------------------------- ENSEMBLE EXPAvg BETA real [ UNIT real ] - OFFSet real_1 real_2 ... real_nensem
The following section describes the keywords of the ENSEMBLE command. General Description =================== Ensemble enabled executables run exactly the same as normal parallel CHARMM using the normal mpirun/mpiexec or whatever the parallel run command is. A charmm script will be processed in the normal parallel way until the ensemble initializing command is given. Once ensemble is initialized for N replicas, there are N replicas of charmm running where the total processors are split evenly among the replicas. (*** The total number of processors must be evenly divisable by the number of replicas. ***) Once running in ensemble mode, each replica runs independently at first, each reading the default input stream. Each replica produces its default output to an output file charmm.out.xxx, where xxx is the replica number (excepting the 0th replica which still goes to stdout) from 1 to N-1. Each replica can open and close files independently. Take care to not open the same file for writing (such as dcd or restart files) on different replicas, see example below. Each replica can stream a new input file, allowing independent simulations to run out of the a large number of processors in the same batch run. Initializing ENSEMBLE ----------------------- The command ensemble nensem 4 will break the processors into 4 replicas of the current state of the charmm run, giving 1/4 of the processors to each replica. The replicas are numbered 0,1,2,3. The output for rep 0 still goes to stdout, while the others go to charmm.out.001, charmm.out.002, charmm.out.003. The replicas keep reading the input file (though independently) unless directed to stream another input file. The identity of the replica can be determined from ?whoiam and the total number of replicas can be determined from ?nensem. set numrep ?nensem set myrep ?whoiam These are useful for giving different file names to different nodes or used in conditionals to process the input stream differently for each rep, for example: open unit 20 write form name rest@myrep.rst stream newinput_@myrep.inp if @myrep .eq. 000 then do some stuff endif ensemble sync This implementation differs from other implementations of replica exchange (excluding those based on external scripting), for example the closely related REPDstr function in CHARMM, or that in GROMACS, in that all processes can take input from the same file rather than reading different files. Reading from a single file requires a few additional commands, but has the advantage that all simulation input is contained in one place. Alternatively one could use separate input files as noted above. Each node reads the input file itself and each node maintains a completely independent copy of all data. This allows dynamics to be run much as usual, with all nodes happily unaware of the others, apart from the communication entailed in replica-exchange or force-field averaging. A few points about I/O. Files that really should be opened with unique names for each rep: ------------------------------------------------------------------ trajectories (coord/velocities/..) restart files energy files from dynamics runs any other dynamics output which will differ between replicas coordinate writing experimental data files for HQBM Files opened for reading by all reps will be opened by each rep in read-only mode, each rep opening the file and reading it independently. This may cause io delays for huge numbers of reps. Some Initialization notes ------------------------- For most ensemble averaged restraints, starting all replicas with the same coordinates and velocities this is a waste of time (and is one pathological case where an N-replica simulation will behave exactly like a single replica). Thusly, one should assign either or both different random seeds (see below) and different starting coordinates to different replicas. Bear in mind that not all integration schemes in CHARMM actually use a random seed from the dyna command (e.g. NOSE does not, but LEAP VERLET does). e.g. for assigning different seeds if ?whoiam .eq. 0 set seed 23832 if ?whoiam .eq. 1 set seed 9375283 etc... Then use "dyna start ... iseed @seed ..."
Replica Exchange ================ NOTE: THE REPLICA EXCHANGE FEATURE IS STILL NOT THOROUGHLY TESTED AND SHOULD THEREFORE BE USED WITH CAUTION. At present, only the main dynamics integrator in charmm (that is, the three-step verlet in dynamc.src) is fully supported by this command. Thus 'DYNA NOSE' etc. will not work, but 'DYNA LEAP' will. An earlier version of this code required a deconvolution of coordinates written at different tempertures. However, since the overhead for coordinate swapping is so low, it is easier to do it during the run and that is how it is done at present. A record of swaps is still written out for information. NEW IN C34: - Constant pressure MD - Support for VV2 integrator (incl. constant pressure) The idea will not be described here, see Sugita & Okamoto, Chem. Phys. Lett. 314, 141-151 (1999), for example. When starting off, replica exchange is turned off. To turn it on and set up temperatures use: ENSEMBLE EXCH T2REp integer REP2t integer FREQ integer MAPU integer - [ RULEs integer ] - [ AUTO LOWT real TGRAD real PSWAP real | TEMP1 TEMP2 ... TEMPN ] T2RE integer: unit to write map of replica(T) as sim progresses REP2 integer: unit to write map of T(replica) as sim progresses (yes, this is redundant!) FREQ integer: frequency in MD timesteps for attempting swaps ##deprecated: MAPU integer: file to read a final temperature map in order to restart dynamics ## RULEs integer: number of unit to read allowed swaps from. The format of this file is ----------8<--------------8<------------- NRULE I_1 J_1 I_2 J_2 ... I_NRULE J_NRULE ----------8<--------------8<------------- where NRULE is the number of allowed swaps and subsequent lines detail the pairs of nodes that are allowed to swap Nodes are numbered from 1...NENSEM AUTO LOWT real TGRAD real PSWAP real: this is the first way to set up replica temperatures. Just specify the lowest temperature you want, the gradient of potential energy as a function of T (determined from a few trial simulations), and the desired probability of swapping replicas. This assumes a delta function for the energy distributions, which is clearly incorrect. TEMP1 TEMP2 ... TEMPN: specify temperatures manually - must give as many as there are replicas! ENSEMBLE [SWON | SWOFF]: turn replica exchange on/off. Can be useful to have it off for initial equilibration. ## deprecated: ENSEMBLE WRITE UNIT integer: write temperature map to unit for restart purposes (read in using MAPU in ENSE EXCH). ## ENSEMBLE INFO: print out info about replica temperatures, etc.
Ensemble restraints ===================== This is mostly documented in hqbm.doc. The only relevant commands are the 'general' ones above. Note comments about random seeds!
The "ENSEmble EXPAvg" command invokes exponential averaging of different force-fields. Each node reads a different force-field (by using node-dependent names for the force-field files, for example), and the different potentials are averaged with the following function: exp(-beta_mix * E(R)) = exp(-beta_mix * {E_1(R) + off_1}) + ... + exp(-beta_mix * {E_nensem(R) + off_nensem}) (see Structure paper reference in intro) beta_mix is analogous to the standard beta = 1/kT but need not correspond to the temperature at which simulations are run. All nodes propagate exactly the same dynamics, but each evaluates only one energy function, and the forces and energies are subsequently shared at each time step to calculate the average. The meaning of the various parts of the command: ENSEMBLE EXPAvg BETA real [ UNIT integer ] - OFFSet real_1 real_2 ... real_nensem BETA: specifies beta_mix UNIT: specifies a formatted unit to write energies every NPRINT steps during MD. OFFSet: specifies offsets off_1 ... off_nensem. This allows the relative energies of the different force-fields to be tuned, e.g. to match experimental data
0-K String method ===================== The O-K (zero-temperature) String method is fully documented elsewhere *note syn: (stringm.doc)
TESTCASES: ============================================= To run ensemble tests for architecture "arch", use the following command in the test directory: ./test.com E arch in this case the optional fourth command specifying target will be ignored. This will run four processes for each test case; the following test cases (all names ending "_ens.inp") will be run. c33test: -------- hqbm_rc3_ens.inp: } Ensemble-averaged restraints hqbm_rc4_ens.inp: } See hqbm.doc hqbm_rc8_ens.inp: } rex_ens.inp: Simple example of replica exchange with different temperatures c34test: -------- hexrex_ens.inp: Simple example of replica exchange with different force-fields rex2_ens.inp: Example of 2D replica exchange with a custom rules for swapping multi_ens.inp: Exponential averaging of some simple harmonic potentials