example Ta06A using nn
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examples/mliap/Ta06A.mliap.nn
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examples/mliap/Ta06A.mliap.nn
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# DATE: 2014-09-05 UNITS: metal CONTRIBUTOR: Aidan Thompson athomps@sandia.gov CITATION: Thompson, Swiler, Trott, Foiles and Tucker, arxiv.org, 1409.3880 (2014)
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# Definition of SNAP potential Ta_Cand06A
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# Assumes 1 LAMMPS atom type
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variable zblcutinner equal 4
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variable zblcutouter equal 4.8
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variable zblz equal 73
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# Specify hybrid with SNAP, ZBL
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pair_style hybrid/overlay &
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zbl ${zblcutinner} ${zblcutouter} &
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mliap model nn Ta06A_nn.mliap.model &
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descriptor sna Ta06A.mliap.descriptor
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pair_coeff 1 1 zbl ${zblz} ${zblz}
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pair_coeff * * mliap Ta
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examples/mliap/Ta06A_nn.mliap.model
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examples/mliap/Ta06A_nn.mliap.model
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# DATE: 2021-03-03 UNITS: metal CONTRIBUTOR: Aidan Thompson athomps@sandia.gov CITATION: Thompson, Swiler, Trott, Foiles and Tucker, arxiv.org, 1409.3880 (2014)
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# LAMMPS SNAP_nn coefficients for Ta_Cand06A
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# nelements nparams
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1 31
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# NET #ndescriptors #nlayers #activation_func for layer 1 #number of nodes for layer 1, ..., ..., ....,
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NET 30 1 linear 1
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#scale0
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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
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#scale1
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1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
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#coeff
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-2.92477
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-0.01137 -0.00775 -0.04907 -0.15047 0.09157 0.05590 0.05785 -0.11615 -0.17122 -0.10583 0.03941 -0.11284 0.03939 -0.07331 -0.06582 -0.09341 -0.10587 -0.15497 0.04820 0.00205 0.00060 -0.04898 -0.05084 -0.03371 -0.01441 -0.01501 -0.00599 -0.06373 0.03965 0.01072
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53
examples/mliap/in.mliap.nn.Ta06A
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examples/mliap/in.mliap.nn.Ta06A
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# Demonstrate MLIAP interface to linear SNAP potential
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# Initialize simulation
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variable nsteps index 100
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variable nrep equal 4
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variable a equal 3.316
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units metal
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# generate the box and atom positions using a BCC lattice
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variable nx equal ${nrep}
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variable ny equal ${nrep}
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variable nz equal ${nrep}
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boundary p p p
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lattice bcc $a
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region box block 0 ${nx} 0 ${ny} 0 ${nz}
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create_box 1 box
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create_atoms 1 box
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mass 1 180.88
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# choose potential
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include Ta06A.mliap.nn
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# Setup output
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compute eatom all pe/atom
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compute energy all reduce sum c_eatom
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compute satom all stress/atom NULL
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compute str all reduce sum c_satom[1] c_satom[2] c_satom[3]
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variable press equal (c_str[1]+c_str[2]+c_str[3])/(3*vol)
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thermo_style custom step temp epair c_energy etotal press v_press
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thermo 10
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thermo_modify norm yes
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# Set up NVE run
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timestep 0.5e-3
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neighbor 1.0 bin
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neigh_modify once no every 1 delay 0 check yes
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# Run MD
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velocity all create 300.0 4928459 loop geom
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fix 1 all nve
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run ${nsteps}
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examples/mliap/log.03Mar21.mliap.nn_Ta06A
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examples/mliap/log.03Mar21.mliap.nn_Ta06A
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LAMMPS (10 Feb 2021)
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# Demonstrate MLIAP interface to linear SNAP potential
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# Initialize simulation
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variable nsteps index 100
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variable nrep equal 4
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variable a equal 3.316
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units metal
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# generate the box and atom positions using a BCC lattice
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variable nx equal ${nrep}
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variable nx equal 4
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variable ny equal ${nrep}
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variable ny equal 4
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variable nz equal ${nrep}
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variable nz equal 4
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boundary p p p
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lattice bcc $a
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lattice bcc 3.316
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Lattice spacing in x,y,z = 3.3160000 3.3160000 3.3160000
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region box block 0 ${nx} 0 ${ny} 0 ${nz}
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region box block 0 4 0 ${ny} 0 ${nz}
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region box block 0 4 0 4 0 ${nz}
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region box block 0 4 0 4 0 4
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create_box 1 box
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Created orthogonal box = (0.0000000 0.0000000 0.0000000) to (13.264000 13.264000 13.264000)
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1 by 1 by 1 MPI processor grid
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create_atoms 1 box
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Created 128 atoms
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create_atoms CPU = 0.000 seconds
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mass 1 180.88
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# choose potential
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include Ta06A.mliap.nn
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# DATE: 2014-09-05 UNITS: metal CONTRIBUTOR: Aidan Thompson athomps@sandia.gov CITATION: Thompson, Swiler, Trott, Foiles and Tucker, arxiv.org, 1409.3880 (2014)
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# Definition of SNAP potential Ta_Cand06A
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# Assumes 1 LAMMPS atom type
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variable zblcutinner equal 4
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variable zblcutouter equal 4.8
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variable zblz equal 73
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# Specify hybrid with SNAP, ZBL
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pair_style hybrid/overlay zbl ${zblcutinner} ${zblcutouter} mliap model nn Ta06A_nn.mliap.model descriptor sna Ta06A.mliap.descriptor
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pair_style hybrid/overlay zbl 4 ${zblcutouter} mliap model nn Ta06A_nn.mliap.model descriptor sna Ta06A.mliap.descriptor
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pair_style hybrid/overlay zbl 4 4.8 mliap model nn Ta06A_nn.mliap.model descriptor sna Ta06A.mliap.descriptor
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Reading potential file Ta06A_nn.mliap.model with DATE: 2021-03-03
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Reading potential file Ta06A.mliap.descriptor with DATE: 2014-09-05
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SNAP keyword rcutfac 4.67637
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SNAP keyword twojmax 6
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SNAP keyword nelems 1
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SNAP keyword elems Ta
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SNAP keyword radelems 0.5
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SNAP keyword welems 1
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SNAP keyword rfac0 0.99363
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SNAP keyword rmin0 0
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SNAP keyword bzeroflag 0
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pair_coeff 1 1 zbl ${zblz} ${zblz}
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pair_coeff 1 1 zbl 73 ${zblz}
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pair_coeff 1 1 zbl 73 73
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pair_coeff * * mliap Ta
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# Setup output
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compute eatom all pe/atom
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compute energy all reduce sum c_eatom
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compute satom all stress/atom NULL
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compute str all reduce sum c_satom[1] c_satom[2] c_satom[3]
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variable press equal (c_str[1]+c_str[2]+c_str[3])/(3*vol)
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thermo_style custom step temp epair c_energy etotal press v_press
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thermo 10
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thermo_modify norm yes
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# Set up NVE run
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timestep 0.5e-3
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neighbor 1.0 bin
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neigh_modify once no every 1 delay 0 check yes
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# Run MD
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velocity all create 300.0 4928459 loop geom
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fix 1 all nve
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run ${nsteps}
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run 100
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Neighbor list info ...
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update every 1 steps, delay 0 steps, check yes
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max neighbors/atom: 2000, page size: 100000
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master list distance cutoff = 5.8
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ghost atom cutoff = 5.8
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binsize = 2.9, bins = 5 5 5
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2 neighbor lists, perpetual/occasional/extra = 2 0 0
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(1) pair zbl, perpetual, half/full from (2)
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attributes: half, newton on
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pair build: halffull/newton
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stencil: none
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bin: none
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(2) pair mliap, perpetual
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attributes: full, newton on
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pair build: full/bin/atomonly
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stencil: full/bin/3d
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bin: standard
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Per MPI rank memory allocation (min/avg/max) = 18.15 | 18.15 | 18.15 Mbytes
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Step Temp E_pair c_energy TotEng Press v_press
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0 300 -11.85157 -11.85157 -11.813095 2717.1661 -2717.1661
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10 296.01467 -11.851059 -11.851059 -11.813095 2697.4796 -2697.4796
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20 284.53666 -11.849587 -11.849587 -11.813095 2289.1527 -2289.1527
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30 266.51577 -11.847275 -11.847275 -11.813095 1851.7131 -1851.7131
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40 243.05007 -11.844266 -11.844266 -11.813095 1570.684 -1570.684
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50 215.51032 -11.840734 -11.840734 -11.813094 1468.1899 -1468.1899
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60 185.48331 -11.836883 -11.836883 -11.813094 1524.8757 -1524.8757
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70 154.6736 -11.832931 -11.832931 -11.813094 1698.3351 -1698.3351
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80 124.79303 -11.829099 -11.829099 -11.813094 1947.0715 -1947.0715
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90 97.448054 -11.825592 -11.825592 -11.813094 2231.9563 -2231.9563
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100 74.035418 -11.822589 -11.822589 -11.813094 2515.8526 -2515.8526
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Loop time of 1.19515 on 1 procs for 100 steps with 128 atoms
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Performance: 3.615 ns/day, 6.640 hours/ns, 83.671 timesteps/s
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98.5% CPU use with 1 MPI tasks x no OpenMP threads
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MPI task timing breakdown:
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Section | min time | avg time | max time |%varavg| %total
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---------------------------------------------------------------
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Pair | 1.1924 | 1.1924 | 1.1924 | 0.0 | 99.77
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Neigh | 0 | 0 | 0 | 0.0 | 0.00
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Comm | 0.000961 | 0.000961 | 0.000961 | 0.0 | 0.08
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Output | 0.000707 | 0.000707 | 0.000707 | 0.0 | 0.06
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Modify | 0.000459 | 0.000459 | 0.000459 | 0.0 | 0.04
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Other | | 0.00065 | | | 0.05
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Nlocal: 128.000 ave 128 max 128 min
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Histogram: 1 0 0 0 0 0 0 0 0 0
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Nghost: 727.000 ave 727 max 727 min
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Histogram: 1 0 0 0 0 0 0 0 0 0
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Neighs: 3712.00 ave 3712 max 3712 min
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Histogram: 1 0 0 0 0 0 0 0 0 0
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FullNghs: 7424.00 ave 7424 max 7424 min
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Histogram: 1 0 0 0 0 0 0 0 0 0
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Total # of neighbors = 7424
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Ave neighs/atom = 58.000000
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Neighbor list builds = 0
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Dangerous builds = 0
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Total wall time: 0:00:01
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