Geometry optimization

Fixed cell

We use DFTK and the GeometryOptimization package to find the minimal-energy bond length of the $H_2$ molecule. First we set up an appropriate DFTKCalculator (see AtomsCalculators integration), for which we use the LDA model just like in the Tutorial for silicon in combination with a pseudodojo pseudopotential (see Pseudopotentials).

using DFTK
using PseudoPotentialData

pseudopotentials = PseudoFamily("dojo.nc.sr.pbe.v0_4_1.standard.upf")
calc = DFTKCalculator(;
    model_kwargs = (; functionals=LDA(), pseudopotentials),  # model_DFT keyword arguments
    basis_kwargs = (; kgrid=[1, 1, 1], Ecut=10)  # PlaneWaveBasis keyword arguments
)
DFTKCalculator(functionals=Xc(lda_x, lda_c_pw), pseudopotentials=PseudoFamily("dojo.nc.sr.pbe.v0_4_1.standard.upf"), Ecut=10, kgrid=[1, 1, 1])

Next we set up an initial hydrogen molecule within a box of vacuum. We use the parameters of the equivalent tutorial from ABINIT and DFTK's AtomsBase integration to setup the hydrogen molecule. We employ a simulation box of 10 bohr times 10 bohr times 10 bohr and a pseudodojo pseudopotential.

using LinearAlgebra
using Unitful
using UnitfulAtomic

r0 = 1.4   # Initial bond length in Bohr
a  = 10.0  # Box size in Bohr

cell_vectors = [[a, 0, 0]u"bohr", [0, a, 0]u"bohr", [0, 0, a]u"bohr"]
h2_crude = periodic_system([:H => [0, 0, 0.]u"bohr",
                            :H => [r0, 0, 0]u"bohr"],
                           cell_vectors)
FlexibleSystem(H₂, periodicity = TTT):
    cell_vectors      : [      10        0        0;
                                0       10        0;
                                0        0       10]u"a₀"

    Atom(H,  [       0,        0,        0]u"a₀")
    Atom(H,  [     1.4,        0,        0]u"a₀")

Finally we call minimize_energy! to start the geometry optimisation. We use verbosity=2 to get some insight into the minimisation. With verbosity=1 only a summarising table would be printed and with verbosity=0 (default) the minimisation would be quiet.

using GeometryOptimization
results = minimize_energy!(h2_crude, calc; tol_forces=2e-6, verbosity=2)
nothing  # hide
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.110877010206                   -0.82   0.80    6.0    5.09s
  2   -1.117207879415       -2.20       -1.90   0.80    1.0    2.17s
  3   -1.117250492859       -4.37       -2.73   0.80    1.0   19.4ms
  4   -1.117251158049       -6.18       -3.48   0.80    1.0   19.2ms
  5   -1.117251187596       -7.53       -4.00   0.80    1.0   19.4ms
  6   -1.117251190096       -8.60       -5.08   0.80    1.0   42.7ms
  7   -1.117251190139      -10.36       -5.47   0.80    2.0   22.8ms
  8   -1.117251190143      -11.48       -6.04   0.80    1.0   20.7ms
  9   -1.117251190143      -12.50       -6.88   0.80    1.0   20.8ms
 10   -1.117251190143      -14.57       -8.06   0.80    1.0   29.2ms
 11   -1.117251190143      -14.81       -8.27   0.80    2.0   22.7ms
 12   -1.117251190143      -14.81       -8.74   0.80    1.0   21.0ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.117251190143                   -9.43   0.80    1.0    3.92s
  2   -1.117251190143      -14.61      -10.65   0.80    1.0   18.8ms

    Geometry optimisation convergence (in atomic units)
┌─────┬─────────────────┬───────────┬─────────────┬────────┐
│   n │          Energy │ log10(ΔE) │  max(Force) │  Δtime │
├─────┼─────────────────┼───────────┼─────────────┼────────┤
│   0 │ -1.117251190143 │           │   0.0269318 │  22.0s │
└─────┴─────────────────┴───────────┴─────────────┴────────┘

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.117517997422                   -2.46   0.80    1.0   13.4ms
  2   -1.117520586058       -5.59       -3.49   0.80    1.0   18.8ms
  3   -1.117520612993       -7.57       -4.23   0.80    1.0   18.7ms
  4   -1.117520613449       -9.34       -5.15   0.80    1.0   18.9ms
  5   -1.117520613464      -10.81       -5.93   0.80    1.0   47.3ms
  6   -1.117520613465      -12.16       -6.44   0.80    1.0   19.6ms
  7   -1.117520613465      -13.36       -7.46   0.80    1.0   20.1ms
  8   -1.117520613465   +  -14.65       -8.29   0.80    1.0   20.6ms
  9   -1.117520613465      -14.65       -8.64   0.80    1.0    133ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118247264611                   -1.69   0.80    1.0   18.8ms
  2   -1.118339043934       -4.04       -2.70   0.80    1.0    691ms
  3   -1.118340011113       -6.01       -3.44   0.80    1.0   19.9ms
  4   -1.118340028554       -7.76       -4.36   0.80    1.0   20.7ms
  5   -1.118340029138       -9.23       -5.12   0.80    1.0   20.9ms
  6   -1.118340029165      -10.57       -5.62   0.80    1.0   20.7ms
  7   -1.118340029167      -11.73       -6.68   0.80    1.0   23.8ms
  8   -1.118340029167      -13.57       -7.58   0.80    1.0   22.7ms
  9   -1.118340029167      -14.88       -8.12   0.80    1.0   22.1ms
 10   -1.118340029167   +  -15.65       -8.55   0.80    1.0   22.6ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118340029167                   -9.05   0.80    1.0   13.7ms
  2   -1.118340029167      -14.65      -10.36   0.80    1.0   19.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118340029167                  -11.05   0.80    1.0   17.0ms
  2   -1.118340029167   +  -14.48      -11.42   0.80    1.0   26.4ms

┌─────┬─────────────────┬───────────┬─────────────┬────────┐
│   n │          Energy │ log10(ΔE) │  max(Force) │  Δtime │
├─────┼─────────────────┼───────────┼─────────────┼────────┤
│   1 │ -1.118340029167 │           │  0.00297055 │  3.72s │
└─────┴─────────────────┴───────────┴─────────────┴────────┘

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118346721507                   -3.09   0.80    1.0   18.3ms
  2   -1.118346864759       -6.84       -4.11   0.80    1.0   32.8ms
  3   -1.118346866236       -8.83       -4.86   0.80    1.0   18.6ms
  4   -1.118346866262      -10.59       -5.78   0.80    1.0   19.0ms
  5   -1.118346866262      -12.08       -6.55   0.80    1.0   20.3ms
  6   -1.118346866262      -13.42       -7.04   0.80    1.0   19.7ms
  7   -1.118346866262   +  -14.95       -8.13   0.80    1.0   20.1ms
  8   -1.118346866262      -14.95       -8.95   0.80    1.0   20.2ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118354724004                   -2.61   0.80    1.0   21.7ms
  2   -1.118356087056       -5.87       -3.62   0.80    1.0   18.7ms
  3   -1.118356101131       -7.85       -4.37   0.80    1.0   18.7ms
  4   -1.118356101377       -9.61       -5.29   0.80    1.0   18.9ms
  5   -1.118356101385      -11.10       -6.06   0.80    1.0   19.2ms
  6   -1.118356101386      -12.45       -6.55   0.80    1.0   19.6ms
  7   -1.118356101386      -13.59       -7.65   0.80    1.0   20.1ms
  8   -1.118356101386   +  -14.75       -8.45   0.80    1.0   23.3ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356101386                   -9.24   0.80    1.0   13.1ms
  2   -1.118356101386      -15.35       -9.82   0.80    1.0   18.9ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356101386                  -10.62   0.80    1.0   18.3ms
  2   -1.118356101386      -14.65      -11.46   0.80    1.0   18.6ms

┌─────┬─────────────────┬───────────┬─────────────┬────────┐
│   n │          Energy │ log10(ΔE) │  max(Force) │  Δtime │
├─────┼─────────────────┼───────────┼─────────────┼────────┤
│   2 │ -1.118356101386 │     -4.79 │  4.47268e-5 │  544ms │
└─────┴─────────────────┴───────────┴─────────────┴────────┘

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356102848                   -4.94   0.80    1.0   13.5ms
  2   -1.118356102877      -10.54       -5.96   0.80    1.0   18.4ms
  3   -1.118356102877      -12.52       -6.70   0.80    1.0   26.9ms
  4   -1.118356102877      -14.31       -7.62   0.80    1.0   18.9ms
  5   -1.118356102877      -14.65       -8.39   0.80    1.0   19.3ms
  6   -1.118356102877   +  -14.65       -8.89   0.80    1.0   26.3ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356104771                   -4.40   0.80    1.0   13.1ms
  2   -1.118356105116       -9.46       -5.42   0.80    1.0   18.4ms
  3   -1.118356105120      -11.45       -6.17   0.80    1.0   22.4ms
  4   -1.118356105120      -13.22       -7.09   0.80    1.0   19.0ms
  5   -1.118356105120      -14.51       -7.86   0.80    1.0   22.6ms
  6   -1.118356105120      -14.70       -8.35   0.80    1.0   19.8ms
  7   -1.118356105120   +  -14.57       -9.45   0.80    1.0   20.2ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356105120                  -10.08   0.80    1.0   13.1ms
  2   -1.118356105120   +  -14.61      -11.02   0.80    1.0   22.0ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356105120                  -11.67   0.80    1.0   13.0ms
  2   -1.118356105120   +  -14.07      -12.44   0.80    1.0   22.0ms

┌─────┬─────────────────┬───────────┬─────────────┬────────┐
│   n │          Energy │ log10(ΔE) │  max(Force) │  Δtime │
├─────┼─────────────────┼───────────┼─────────────┼────────┤
│   3 │ -1.118356105120 │     -8.43 │  1.05305e-8 │  480ms │
└─────┴─────────────────┴───────────┴─────────────┴────────┘

Structure after optimisation (note that the atom has wrapped around)

results.system
FlexibleSystem(H₂, periodicity = TTT):
    cell_vectors      : [      10        0        0;
                                0       10        0;
                                0        0       10]u"a₀"

    Atom(H,  [-0.0431829, 1.40756e-17, 2.12399e-17]u"a₀")
    Atom(H,  [ 1.44318, -2.84706e-17, 7.1188e-18]u"a₀")

Compute final bond length:

rmin = norm(position(results.system[1]) - position(results.system[2]))
println("Optimal bond length: ", rmin)
Optimal bond length: 1.4863658665814297 a₀

Our result (1.486 Bohr) agrees with the equivalent tutorial from ABINIT.

Variable cell

Recent versions of GeometryOptimization support cell optimization as well by passing variablecell=true to minimize_energy!.

For a plane-wave code like DFTK, variable cells pose an additional challenge: changes to the cell's size affect the used plane waves, leading to discontinuities in the energy and stresses. This can cause the geometry optimization to struggle and/or fail to converge.

A practical strategy to overcome this problem is Energy cutoff smearing. As a demonstration let us find the optimal lattice constant of silicon.

Like before we define a calculator, this time with a kinetic_blowup set to use energy cutoff smearing:

calc = DFTKCalculator(;
    model_kwargs = (; functionals=LDA(), pseudopotentials,
                      kinetic_blowup=BlowupCHV()),
    basis_kwargs = (; kgrid=[2, 2, 2], Ecut=10)
)
DFTKCalculator(functionals=Xc(lda_x, lda_c_pw), pseudopotentials=PseudoFamily("dojo.nc.sr.pbe.v0_4_1.standard.upf"), Ecut=10, kgrid=[2, 2, 2])

And here is our starting silicon structure:

a = 10.0u"bohr"   # Approximate Silicon lattice constant
cell_vectors = a/2 * [[0, 1, 1], [1, 0, 1], [1, 1, 0]]
initial_silicon = periodic_system([:Si =>  ones(3)/8,
                                   :Si => -ones(3)/8],
                                  cell_vectors;
                                  fractional=true)
FlexibleSystem(Si₂, periodicity = TTT):
    cell_vectors      : [       0        5        5;
                                5        0        5;
                                5        5        0]u"a₀"

    Atom(Si, [    1.25,     1.25,     1.25]u"a₀")
    Atom(Si, [   -1.25,    -1.25,    -1.25]u"a₀")

We now minimize, passing variablecell=true:

using GeometryOptimization
results = minimize_energy!(initial_silicon, calc; variablecell=true,
                           tol_virial=2e-6, verbosity=2)
nothing  # hide
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.335336452226                   -0.81   0.80    7.7    794ms
  2   -8.340916760798       -2.25       -1.69   0.80    1.3    614ms
  3   -8.341207867673       -3.54       -2.76   0.80    3.0   36.2ms
  4   -8.341214241733       -5.20       -3.29   0.80    3.3   39.9ms
  5   -8.341214269096       -7.56       -4.03   0.80    1.3   27.2ms
  6   -8.341214272449       -8.47       -5.08   0.80    2.3   33.3ms
  7   -8.341214272516      -10.17       -5.63   0.80    3.0   57.0ms
  8   -8.341214272518      -11.79       -6.62   0.80    2.0   31.3ms
  9   -8.341214272518      -13.10       -7.68   0.80    3.0   39.2ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.341214272518                   -8.76   0.80    1.0    603ms
  2   -8.341214272518   +  -14.45       -9.84   0.80    1.0   25.1ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.341214272518                  -10.49   0.80    1.0   36.3ms
  2   -8.341214272518   +    -Inf      -10.63   0.80    1.0   25.1ms

              Geometry optimisation convergence (in atomic units)
┌─────┬─────────────────┬───────────┬─────────────┬─────────────┬──────────┬────
│   n │          Energy │ log10(ΔE) │  max(Force) │ max(Virial) │ Pressure │   ⋯
├─────┼─────────────────┼───────────┼─────────────┼─────────────┼──────────┼────
│   0 │ -8.341214272518 │           │ 3.19985e-15 │    0.163458 │    -0.16 │   ⋯
└─────┴─────────────────┴───────────┴─────────────┴─────────────┴──────────┴────
                                                                1 column omitted

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.350577947275                   -1.21   0.80    8.7   66.9ms
  2   -8.351866384418       -2.89       -1.88   0.80    2.0   30.2ms
  3   -8.351926603712       -4.22       -2.81   0.80    4.0   38.9ms
  4   -8.351928486606       -5.73       -3.65   0.80    3.0   37.1ms
  5   -8.351928513783       -7.57       -4.54   0.80    3.7   39.1ms
  6   -8.351928514621       -9.08       -5.11   0.80    4.0   43.7ms
  7   -8.351928514650      -10.55       -6.48   0.80    3.3   36.4ms
  8   -8.351928514650      -12.13       -6.94   0.80    4.0   42.2ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353405870630                   -1.52   0.80    8.3   64.6ms
  2   -8.353735044771       -3.48       -2.21   0.80    1.0   25.7ms
  3   -8.353757389927       -4.65       -2.99   0.80    3.3   38.4ms
  4   -8.353757524851       -6.87       -4.17   0.80    2.7   33.3ms
  5   -8.353757531684       -8.17       -4.98   0.80    3.3   40.0ms
  6   -8.353757531721      -10.44       -5.77   0.80    3.0   35.3ms
  7   -8.353757531723      -11.75       -6.97   0.80    2.7   36.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353757531723                   -8.02   0.80    1.0   40.9ms
  2   -8.353757531723   +    -Inf       -8.75   0.80    1.0   25.8ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353757531723                   -9.05   0.80    1.0   22.7ms
  2   -8.353757531723   +    -Inf       -9.37   0.80    1.0   25.5ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353757531723                   -9.50   0.80    1.0   22.7ms
  2   -8.353757531723      -14.75       -9.87   0.80    1.0   25.4ms

┌─────┬─────────────────┬───────────┬─────────────┬─────────────┬──────────┬────
│   n │          Energy │ log10(ΔE) │  max(Force) │ max(Virial) │ Pressure │   ⋯
├─────┼─────────────────┼───────────┼─────────────┼─────────────┼──────────┼────
│   1 │ -8.353757531723 │           │ 1.00978e-14 │   0.0156413 │   -0.016 │   ⋯
└─────┴─────────────────┴───────────┴─────────────┴─────────────┴──────────┴────
                                                                1 column omitted

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353678629823                   -3.19   0.80    7.3   59.9ms
  2   -8.353742275898       -4.20       -3.90   0.80    1.0   25.7ms
  3   -8.353770535156       -4.55       -3.77   0.80    6.3   62.2ms
  4   -8.353770536972       -8.74       -4.00   0.80    1.0   26.1ms
  5   -8.353770537115       -9.84       -4.31   0.80    1.0   25.9ms
  6   -8.353770537380       -9.58       -5.02   0.80    1.0   25.9ms
  7   -8.353770537398      -10.74       -5.51   0.80    2.3   36.4ms
  8   -8.353770537399      -12.08       -6.45   0.80    1.7   29.7ms
  9   -8.353770537399      -12.96       -6.82   0.80    3.7   40.7ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353748782877                   -2.00   0.80    8.3   66.5ms
  2   -8.353872511011       -3.91       -2.70   0.80    1.0   25.7ms
  3   -8.353895020491       -4.65       -3.25   0.80    3.7   42.1ms
  4   -8.353895100534       -7.10       -3.98   0.80    2.7   33.0ms
  5   -8.353895110625       -8.00       -4.97   0.80    2.7   41.0ms
  6   -8.353895110785       -9.80       -5.47   0.80    2.3   34.3ms
  7   -8.353895110790      -11.28       -6.57   0.80    3.0   36.7ms
  8   -8.353895110790      -12.89       -7.13   0.80    3.0   42.9ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895110790                   -7.79   0.80    1.0   22.6ms
  2   -8.353895110790   +    -Inf       -8.90   0.80    1.0   25.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895110790                   -9.43   0.80    1.0   22.9ms
  2   -8.353895110790   +    -Inf       -9.84   0.80    1.0   25.5ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895110790                  -10.19   0.80    1.0   22.7ms
  2   -8.353895110790      -14.45      -10.54   0.80    1.0   31.4ms

┌─────┬─────────────────┬───────────┬─────────────┬─────────────┬──────────┬────
│   n │          Energy │ log10(ΔE) │  max(Force) │ max(Virial) │ Pressure │   ⋯
├─────┼─────────────────┼───────────┼─────────────┼─────────────┼──────────┼────
│   2 │ -8.353895110790 │     -3.86 │ 8.13869e-15 │ 0.000646155 │ -0.00065 │   ⋯
└─────┴─────────────────┴───────────┴─────────────┴─────────────┴──────────┴────
                                                                1 column omitted

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353801233787                   -3.69   0.80    8.3   63.4ms
  2   -8.353872436949       -4.15       -3.81   0.80    1.0   31.2ms
  3   -8.353895211652       -4.64       -4.08   0.80    6.0   54.8ms
  4   -8.353895212232       -9.24       -4.31   0.80    1.3   27.0ms
  5   -8.353895212500       -9.57       -4.78   0.80    1.3   27.5ms
  6   -8.353895212522      -10.65       -5.44   0.80    1.0   29.6ms
  7   -8.353895212528      -11.22       -5.91   0.80    3.7   39.4ms
  8   -8.353895212529      -12.66       -6.33   0.80    1.3   28.3ms
  9   -8.353895212529      -13.67       -6.30   0.80    1.3   28.0ms
 10   -8.353895212529      -13.75       -7.18   0.80    1.0   30.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353818066179                   -3.33   0.80    8.0   63.9ms
  2   -8.353880227418       -4.21       -3.89   0.80    1.0   25.3ms
  3   -8.353895362194       -4.82       -4.02   0.80    6.3   62.2ms
  4   -8.353895362576       -9.42       -4.51   0.80    1.0   25.7ms
  5   -8.353895362666      -10.04       -4.83   0.80    1.7   29.0ms
  6   -8.353895362682      -10.80       -5.34   0.80    1.0   25.7ms
  7   -8.353895362685      -11.47       -5.87   0.80    2.0   36.2ms
  8   -8.353895362686      -12.34       -6.98   0.80    2.3   33.1ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895362686                   -7.57   0.80    1.0   24.5ms
  2   -8.353895362686      -14.27       -8.39   0.80    1.0   30.9ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895362686                   -8.96   0.80    1.0   22.6ms
  2   -8.353895362686   +  -14.75       -9.34   0.80    1.0   25.3ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895362686                   -9.57   0.80    1.0   22.8ms
  2   -8.353895362686      -14.75      -10.00   0.80    1.0   25.4ms

┌─────┬─────────────────┬───────────┬─────────────┬─────────────┬──────────┬────
│   n │          Energy │ log10(ΔE) │  max(Force) │ max(Virial) │ Pressure │   ⋯
├─────┼─────────────────┼───────────┼─────────────┼─────────────┼──────────┼────
│   3 │ -8.353895362686 │     -6.60 │ 5.23941e-15 │    1.716e-6 │  -1.7e-6 │   ⋯
└─────┴─────────────────┴───────────┴─────────────┴─────────────┴──────────┴────
                                                                1 column omitted

Structure after optimization

results.system
FlexibleSystem(Si₂, periodicity = TTT):
    cell_vectors      : [-4.60235e-18  5.27783  5.27783;
                          5.27783 -4.60272e-18  5.27783;
                          5.27783  5.27783 -3.22048e-18]u"a₀"

    Atom(Si, [ 1.31946,  1.31946,  1.31946]u"a₀")
    Atom(Si, [-1.31946, -1.31946, -1.31946]u"a₀")

Since here the cell was rescaled but its shape did not change, we directly extract the optimal lattice constant from one of the cell vectors:

using AtomsBase
amin = AtomsBase.cell_vectors(results.system)[1][2]*2
println("Optimal lattice constant: ", amin)
Optimal lattice constant: 10.55566292116595 a₀

Note that while for silicon the positions of the atoms are fixed by symmetry, in general a variable cell optimization will try to optimize both the cell and the positions of the individual atoms.