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   -1.110721921403                   -0.82   0.80    8.0    3.09s
  2   -1.117206965667       -2.19       -1.88   0.80    1.0    1.51s
  3   -1.117250658383       -4.36       -2.72   0.80    1.0   19.7ms
  4   -1.117251178588       -6.28       -3.59   0.80    1.0   19.6ms
  5   -1.117251188940       -7.98       -4.04   0.80    1.0   20.4ms
  6   -1.117251190020       -8.97       -4.66   0.80    1.0   20.3ms
  7   -1.117251190139       -9.93       -5.76   0.80    1.0   42.4ms
  8   -1.117251190143      -11.36       -6.33   0.80    2.0   23.8ms
  9   -1.117251190143      -13.35       -7.30   0.80    1.0   21.5ms
 10   -1.117251190143   +    -Inf       -7.65   0.80    1.0   28.3ms
 11   -1.117251190143      -15.05       -8.35   0.80    1.0   21.8ms
 12   -1.117251190143   +  -15.65       -9.44   0.80    1.0   21.7ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.117251190143                   -9.81   0.80    1.0    3.33s
  2   -1.117251190143      -14.88      -10.45   0.80    1.0   99.5ms

    Geometry optimisation convergence (in atomic units)
┌─────┬─────────────────┬───────────┬─────────────┬────────┐
│   n │          Energy │ log10(ΔE) │  max(Force) │  Δtime │
├─────┼─────────────────┼───────────┼─────────────┼────────┤
│   0 │ -1.117251190143 │           │   0.0269318 │  20.1s │
└─────┴─────────────────┴───────────┴─────────────┴────────┘

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.117517996977                   -2.46   0.80    1.0   13.7ms
  2   -1.117520586059       -5.59       -3.49   0.80    1.0   67.4ms
  3   -1.117520612995       -7.57       -4.23   0.80    1.0   19.6ms
  4   -1.117520613449       -9.34       -5.15   0.80    1.0   19.9ms
  5   -1.117520613464      -10.81       -5.93   0.80    1.0   20.3ms
  6   -1.117520613465      -12.15       -6.44   0.80    1.0   20.5ms
  7   -1.117520613465      -13.37       -7.45   0.80    1.0   37.3ms
  8   -1.117520613465      -14.81       -8.26   0.80    1.0   21.5ms
  9   -1.117520613465   +    -Inf       -8.93   0.80    1.0   21.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118247264607                   -1.69   0.80    1.0   13.6ms
  2   -1.118339043932       -4.04       -2.70   0.80    1.0   19.2ms
  3   -1.118340011111       -6.01       -3.44   0.80    1.0   25.2ms
  4   -1.118340028552       -7.76       -4.36   0.80    1.0   19.8ms
  5   -1.118340029136       -9.23       -5.12   0.80    1.0   20.0ms
  6   -1.118340029163      -10.57       -5.62   0.80    1.0   25.8ms
  7   -1.118340029165      -11.73       -6.68   0.80    1.0   20.8ms
  8   -1.118340029165      -13.57       -7.58   0.80    1.0   23.8ms
  9   -1.118340029165      -14.75       -8.12   0.80    1.0   21.5ms
 10   -1.118340029165   +  -14.54       -8.55   0.80    1.0   24.1ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118340029165                   -9.05   0.80    1.0   20.1ms
  2   -1.118340029165   +  -14.65      -10.36   0.80    1.0   19.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118340029165                  -11.05   0.80    1.0   19.4ms
  2   -1.118340029165      -14.75      -11.42   0.80    1.0   28.0ms

┌─────┬─────────────────┬───────────┬─────────────┬────────┐
│   n │          Energy │ log10(ΔE) │  max(Force) │  Δtime │
├─────┼─────────────────┼───────────┼─────────────┼────────┤
│   1 │ -1.118340029165 │           │  0.00297055 │  3.97s │
└─────┴─────────────────┴───────────┴─────────────┴────────┘

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118346721506                   -3.09   0.80    1.0   14.5ms
  2   -1.118346864758       -6.84       -4.11   0.80    1.0   20.8ms
  3   -1.118346866235       -8.83       -4.86   0.80    1.0   21.4ms
  4   -1.118346866260      -10.59       -5.78   0.80    1.0   23.7ms
  5   -1.118346866261      -12.09       -6.55   0.80    1.0   24.9ms
  6   -1.118346866261      -13.40       -7.04   0.80    1.0   24.4ms
  7   -1.118346866261      -14.88       -8.13   0.80    1.0   25.1ms
  8   -1.118346866261   +  -14.75       -8.95   0.80    1.0   23.3ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118354724004                   -2.61   0.80    1.0   15.6ms
  2   -1.118356087056       -5.87       -3.62   0.80    1.0   20.6ms
  3   -1.118356101131       -7.85       -4.37   0.80    1.0   22.5ms
  4   -1.118356101377       -9.61       -5.29   0.80    1.0   21.4ms
  5   -1.118356101385      -11.10       -6.06   0.80    1.0   21.9ms
  6   -1.118356101386      -12.45       -6.55   0.80    1.0   29.1ms
  7   -1.118356101386      -13.67       -7.65   0.80    1.0   30.4ms
  8   -1.118356101386      -14.81       -8.45   0.80    1.0   30.3ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356101386                   -9.24   0.80    1.0   14.6ms
  2   -1.118356101386      -14.65       -9.82   0.80    1.0   19.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356101386                  -10.62   0.80    1.0   15.3ms
  2   -1.118356101386      -14.88      -11.46   0.80    1.0   19.7ms

┌─────┬─────────────────┬───────────┬─────────────┬────────┐
│   n │          Energy │ log10(ΔE) │  max(Force) │  Δtime │
├─────┼─────────────────┼───────────┼─────────────┼────────┤
│   2 │ -1.118356101386 │     -4.79 │  4.47268e-5 │  601ms │
└─────┴─────────────────┴───────────┴─────────────┴────────┘

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356102848                   -4.94   0.80    1.0   13.9ms
  2   -1.118356102877      -10.54       -5.96   0.80    1.0   19.6ms
  3   -1.118356102877      -12.53       -6.70   0.80    1.0   29.3ms
  4   -1.118356102877      -14.15       -7.62   0.80    1.0   20.3ms
  5   -1.118356102877   +  -14.75       -8.39   0.80    1.0   20.4ms
  6   -1.118356102877      -14.75       -8.89   0.80    1.0   20.9ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356104771                   -4.40   0.80    1.0   13.9ms
  2   -1.118356105116       -9.46       -5.42   0.80    1.0   19.5ms
  3   -1.118356105120      -11.45       -6.17   0.80    1.0   27.3ms
  4   -1.118356105120      -13.21       -7.09   0.80    1.0   20.3ms
  5   -1.118356105120      -14.51       -7.86   0.80    1.0   20.7ms
  6   -1.118356105120   +  -15.05       -8.35   0.80    1.0   21.2ms
  7   -1.118356105120      -14.95       -9.45   0.80    1.0   21.7ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356105120                  -10.08   0.80    1.0   14.1ms
  2   -1.118356105120   +  -14.75      -11.02   0.80    1.0   19.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -1.118356105120                  -11.67   0.80    1.0   14.0ms
  2   -1.118356105120      -14.01      -12.44   0.80    1.0   23.9ms

┌─────┬─────────────────┬───────────┬─────────────┬────────┐
│   n │          Energy │ log10(ΔE) │  max(Force) │  Δtime │
├─────┼─────────────────┼───────────┼─────────────┼────────┤
│   3 │ -1.118356105120 │     -8.43 │  1.02426e-8 │  498ms │
└─────┴─────────────────┴───────────┴─────────────┴────────┘

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, -1.75432e-17, 8.79454e-18]u"a₀")
    Atom(H,  [ 1.44318, 2.19824e-17, -1.30115e-17]u"a₀")

Compute final bond length:

rmin = norm(position(results.system[1]) - position(results.system[2]))
println("Optimal bond length: ", rmin)
Optimal bond length: 1.4863658676568838 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   -8.335101517142                   -0.80   0.80    8.0    850ms
  2   -8.340934961357       -2.23       -1.69   0.80    1.3    694ms
  3   -8.341201972005       -3.57       -2.78   0.80    2.7   39.8ms
  4   -8.341214226835       -4.91       -3.21   0.80    3.3   44.6ms
  5   -8.341214266539       -7.40       -3.82   0.80    1.3   30.1ms
  6   -8.341214272301       -8.24       -4.91   0.80    2.0   33.7ms
  7   -8.341214272513       -9.68       -5.40   0.80    3.3   43.7ms
  8   -8.341214272517      -11.33       -5.88   0.80    1.3   48.3ms
  9   -8.341214272518      -12.17       -6.99   0.80    2.0   35.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.341214272518                   -8.23   0.80    1.0    663ms
  2   -8.341214272518   +    -Inf       -8.62   0.80    1.0   27.9ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.341214272518                   -9.14   0.80    1.0   24.7ms
  2   -8.341214272518   +  -14.75       -9.14   0.80    1.0   27.5ms

              Geometry optimisation convergence (in atomic units)
┌─────┬─────────────────┬───────────┬─────────────┬─────────────┬──────────┬────
│   n │          Energy │ log10(ΔE) │  max(Force) │ max(Virial) │ Pressure │   ⋯
├─────┼─────────────────┼───────────┼─────────────┼─────────────┼──────────┼────
│   0 │ -8.341214272518 │           │ 3.61313e-15 │    0.163458 │    -0.16 │   ⋯
└─────┴─────────────────┴───────────┴─────────────┴─────────────┴──────────┴────
                                                                1 column omitted

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.350571382238                   -1.21   0.80    9.3   77.9ms
  2   -8.351866330848       -2.89       -1.88   0.80    2.0   33.6ms
  3   -8.351926382707       -4.22       -2.82   0.80    3.0   37.9ms
  4   -8.351928505900       -5.67       -3.64   0.80    4.0   66.1ms
  5   -8.351928514243       -8.08       -4.56   0.80    3.3   41.0ms
  6   -8.351928514658       -9.38       -5.39   0.80    3.7   44.3ms
  7   -8.351928514669      -10.99       -6.38   0.80    4.0   44.7ms
  8   -8.351928514669      -12.83       -7.72   0.80    4.0   54.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353375539432                   -1.52   0.80    8.3   71.2ms
  2   -8.353727261587       -3.45       -2.21   0.80    1.0   97.0ms
  3   -8.353757298734       -4.52       -2.97   0.80    3.7   44.6ms
  4   -8.353757522997       -6.65       -4.16   0.80    3.0   38.3ms
  5   -8.353757531660       -8.06       -4.99   0.80    3.3   44.3ms
  6   -8.353757531706      -10.33       -5.67   0.80    3.0    653ms
  7   -8.353757531709      -11.56       -7.06   0.80    3.0   41.3ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353757531709                   -8.13   0.80    1.0   24.5ms
  2   -8.353757531709   +    -Inf       -8.79   0.80    1.0   27.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353757531709                   -9.03   0.80    1.0   24.0ms
  2   -8.353757531709   +    -Inf       -9.34   0.80    1.0   27.2ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353757531709                   -9.49   0.80    1.0   24.0ms
  2   -8.353757531709   +  -14.45       -9.86   0.80    1.0   26.6ms

┌─────┬─────────────────┬───────────┬─────────────┬─────────────┬──────────┬────
│   n │          Energy │ log10(ΔE) │  max(Force) │ max(Virial) │ Pressure │   ⋯
├─────┼─────────────────┼───────────┼─────────────┼─────────────┼──────────┼────
│   1 │ -8.353757531709 │           │ 1.02109e-14 │   0.0156413 │   -0.016 │   ⋯
└─────┴─────────────────┴───────────┴─────────────┴─────────────┴──────────┴────
                                                                1 column omitted

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353686036548                   -3.16   0.80    8.7   66.8ms
  2   -8.353753186509       -4.17       -3.78   0.80    1.0   26.1ms
  3   -8.353770534162       -4.76       -3.81   0.80    7.3   70.1ms
  4   -8.353770537162       -8.52       -4.40   0.80    1.0   27.1ms
  5   -8.353770537195      -10.49       -4.53   0.80    2.0   33.4ms
  6   -8.353770537367       -9.76       -5.15   0.80    1.3   30.6ms
  7   -8.353770537385      -10.73       -5.59   0.80    3.3   42.8ms
  8   -8.353770537387      -11.75       -6.48   0.80    1.7   42.0ms
  9   -8.353770537387      -13.19       -6.54   0.80    4.0   49.5ms
 10   -8.353770537387      -13.85       -8.01   0.80    1.3   34.0ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353803487341                   -2.00   0.80    9.0   81.4ms
  2   -8.353884019209       -4.09       -2.69   0.80    1.0   29.7ms
  3   -8.353895030346       -4.96       -3.28   0.80    4.7   60.7ms
  4   -8.353895104667       -7.13       -4.11   0.80    2.7   40.2ms
  5   -8.353895110680       -8.22       -4.93   0.80    3.3   48.1ms
  6   -8.353895110782       -9.99       -5.65   0.80    2.7   48.9ms
  7   -8.353895110785      -11.46       -7.35   0.80    3.0   44.8ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895110785                   -7.75   0.80    1.0   27.5ms
  2   -8.353895110785      -14.75       -8.51   0.80    1.0   36.9ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895110785                   -8.97   0.80    1.0   26.0ms
  2   -8.353895110785      -14.75       -9.04   0.80    1.0   29.5ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895110785                   -9.54   0.80    1.0   26.6ms
  2   -8.353895110785   +  -14.75       -9.58   0.80    1.0   31.2ms

┌─────┬─────────────────┬───────────┬─────────────┬─────────────┬──────────┬────
│   n │          Energy │ log10(ΔE) │  max(Force) │ max(Virial) │ Pressure │   ⋯
├─────┼─────────────────┼───────────┼─────────────┼─────────────┼──────────┼────
│   2 │ -8.353895110785 │     -3.86 │ 7.36519e-15 │ 0.000646161 │ -0.00065 │   ⋯
└─────┴─────────────────┴───────────┴─────────────┴─────────────┴──────────┴────
                                                                1 column omitted

n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353825156177                   -3.60   0.80    9.0    101ms
  2   -8.353888613994       -4.20       -3.83   0.80    1.3   33.4ms
  3   -8.353895212274       -5.18       -4.02   0.80    6.3   69.6ms
  4   -8.353895212349      -10.12       -4.23   0.80    1.3   39.0ms
  5   -8.353895212439      -10.05       -4.69   0.80    1.0   33.8ms
  6   -8.353895212498      -10.23       -4.94   0.80    2.0   40.3ms
  7   -8.353895212523      -10.61       -5.62   0.80    1.7   34.1ms
  8   -8.353895212525      -11.60       -5.99   0.80    3.0   51.9ms
  9   -8.353895212525      -12.87       -6.15   0.80    2.3   41.3ms
 10   -8.353895212525   +  -13.52       -6.06   0.80    2.7   43.1ms
 11   -8.353895212525      -12.89       -6.97   0.80    1.0   41.4ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353843973614                   -3.34   0.80    9.3   85.1ms
  2   -8.353888882123       -4.35       -3.87   0.80    1.0   37.8ms
  3   -8.353895362358       -5.19       -4.09   0.80    6.7   73.6ms
  4   -8.353895362656       -9.52       -4.83   0.80    1.0   31.8ms
  5   -8.353895362680      -10.62       -5.12   0.80    2.7   43.9ms
  6   -8.353895362685      -11.32       -6.36   0.80    1.7   36.1ms
  7   -8.353895362686      -12.27       -7.44   0.80    4.0   52.8ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895362686                   -8.32   0.80    1.0   26.4ms
  2   -8.353895362686   +    -Inf       -9.31   0.80    1.0   28.3ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895362686                   -9.75   0.80    1.0   33.0ms
  2   -8.353895362686   +  -14.75      -10.20   0.80    1.0   31.2ms
n     Energy            log10(ΔE)   log10(Δρ)   α      Diag   Δtime 
---   ---------------   ---------   ---------   ----   ----   ------
  1   -8.353895362686                  -10.44   0.80    1.0   25.4ms
  2   -8.353895362686   +    -Inf      -10.81   0.80    1.0   33.7ms

┌─────┬─────────────────┬───────────┬─────────────┬─────────────┬──────────┬────
│   n │          Energy │ log10(ΔE) │  max(Force) │ max(Virial) │ Pressure │   ⋯
├─────┼─────────────────┼───────────┼─────────────┼─────────────┼──────────┼────
│   3 │ -8.353895362686 │     -6.60 │ 5.22782e-15 │  1.71554e-6 │  -1.7e-6 │   ⋯
└─────┴─────────────────┴───────────┴─────────────┴─────────────┴──────────┴────
                                                                1 column omitted

Structure after optimization

results.system
FlexibleSystem(Si₂, periodicity = TTT):
    cell_vectors      : [-2.56047e-18  5.27783  5.27783;
                          5.27783 2.96736e-18  5.27783;
                          5.27783  5.27783 3.13562e-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: 10.555662925007576 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.