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   "id": "a205dbd4-5864-45a4-90b6-502b4c8ddcec",
   "metadata": {},
   "source": [
    "<!--\n",
    "SPDX-FileCopyrightText: 2024 The eminus developers\n",
    "SPDX-License-Identifier: Apache-2.0\n",
    "-->\n",
    "# Band structures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d62401f8-e735-47fc-8e5d-905f77a2ec62",
   "metadata": {},
   "outputs": [],
   "source": [
    "from eminus import Cell, SCF\n",
    "from eminus.extras import plot_bandstructure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a6d9b3d7-926a-48a7-8479-f59f56f6ea3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a cell for a silicon crystal\n",
    "# It only contains one k-point, but this is enough to create a nice band structure\n",
    "# Specify the number of bands we want to calculate (here we have 4 occupied bands and 4 unoccupied bands)\n",
    "cell = Cell(\"Si\", \"diamond\", ecut=10, a=10.2631, bands=8)"
   ]
  },
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   "execution_count": 3,
   "id": "ef0e22c2-4981-4c3a-ab16-58e6636510bb",
   "metadata": {},
   "outputs": [
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's take a look at the cell first\n",
    "cell.view()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8c54dad2-6db8-40f8-9f8d-14d63953f89a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start auto minimization...\n",
      "Method  Iteration  Etot [Eh]    dEtot [Eh]   |Gradient|   \n",
      "pccg           1   +13.495751   \n",
      "pccg           2   +1.610131    -1.1886e+01  [+2.30e+03]  \n",
      "pccg           3   -2.929543    -4.5397e+00  [+3.16e+02]  \n",
      "pccg           4   -5.273781    -2.3442e+00  [+6.06e+01]  \n",
      "pccg           5   -6.371354    -1.0976e+00  [+1.19e+01]  \n",
      "pccg           6   -6.819118    -4.4776e-01  [+2.54e+00]  \n",
      "pccg           7   -6.986510    -1.6739e-01  [+6.62e-01]  \n",
      "pccg           8   -7.067039    -8.0529e-02  [+2.32e-01]  \n",
      "pccg           9   -7.116239    -4.9200e-02  [+1.05e-01]  \n",
      "pccg          10   -7.166926    -5.0686e-02  [+7.17e-02]  \n",
      "pccg          11   -7.215263    -4.8338e-02  [+7.13e-02]  \n",
      "pccg          12   -7.249710    -3.4446e-02  [+4.34e-02]  \n",
      "pccg          13   -7.270572    -2.0862e-02  [+1.94e-02]  \n",
      "pccg          14   -7.283618    -1.3046e-02  [+1.09e-02]  \n",
      "pccg          15   -7.289574    -5.9559e-03  [+5.78e-03]  \n",
      "pccg          16   -7.291941    -2.3671e-03  [+2.52e-03]  \n",
      "pccg          17   -7.292917    -9.7568e-04  [+1.09e-03]  \n",
      "pccg          18   -7.293351    -4.3493e-04  [+4.78e-04]  \n",
      "pccg          19   -7.293528    -1.7615e-04  [+2.06e-04]  \n",
      "pccg          20   -7.293596    -6.8121e-05  [+7.75e-05]  \n",
      "pccg          21   -7.293621    -2.5546e-05  [+2.94e-05]  \n",
      "pccg          22   -7.293632    -1.0743e-05  [+1.21e-05]  \n",
      "pccg          23   -7.293637    -4.6187e-06  [+4.98e-06]  \n",
      "SCF converged after 23 iterations.\n",
      "Total SCF time: 0.34333 s\n",
      "Etot = -7.293636624 Eh\n"
     ]
    }
   ],
   "source": [
    "# Do the DFT calculation\n",
    "scf = SCF(cell, etol=1e-5)\n",
    "scf.run();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d41d39aa-a017-4913-836e-162c5e171ce8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# To create a band structure we have to generate a k-path\n",
    "scf.kpts.path = \"LGXU,KG\"\n",
    "# Specify the number of k-points the sampled path should contain\n",
    "scf.kpts.Nk = 25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3fa4e1ef-2072-4ec8-b61c-fd4b0ba07b43",
   "metadata": {},
   "outputs": [
    {
     "data": {
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        "plotlyServerURL": "https://plot.ly"
       },
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         "name": "Brillouin zone",
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     "text": [
      "Minimize occupied band energies...\n",
      "Start auto minimization...\n",
      "Method  Iteration  Etot [Eh]    dEtot [Eh]   |Gradient|   \n",
      "pccg           1   +13.528242   \n",
      "pccg           2   +3.816956    -9.7113e+00  [+7.18e+01]  \n",
      "pccg           3   +2.018460    -1.7985e+00  [+1.15e+01]  \n",
      "pccg           4   +1.154521    -8.6394e-01  [+3.91e+00]  \n",
      "pccg           5   +0.764094    -3.9043e-01  [+1.32e+00]  \n",
      "pccg           6   +0.579888    -1.8421e-01  [+5.05e-01]  \n",
      "pccg           7   +0.487176    -9.2712e-02  [+2.47e-01]  \n",
      "pccg           8   +0.437014    -5.0162e-02  [+1.28e-01]  \n",
      "pccg           9   +0.405138    -3.1876e-02  [+7.07e-02]  \n",
      "pccg          10   +0.382471    -2.2667e-02  [+4.57e-02]  \n",
      "pccg          11   +0.367114    -1.5357e-02  [+3.19e-02]  \n",
      "pccg          12   +0.358589    -8.5251e-03  [+1.90e-02]  \n",
      "pccg          13   +0.354492    -4.0969e-03  [+9.13e-03]  \n",
      "pccg          14   +0.352233    -2.2597e-03  [+4.83e-03]  \n",
      "pccg          15   +0.350965    -1.2680e-03  [+3.06e-03]  \n",
      "pccg          16   +0.350238    -7.2694e-04  [+1.63e-03]  \n",
      "pccg          17   +0.349821    -4.1684e-04  [+8.82e-04]  \n",
      "pccg          18   +0.349584    -2.3674e-04  [+4.68e-04]  \n",
      "pccg          19   +0.349474    -1.1049e-04  [+2.52e-04]  \n",
      "pccg          20   +0.349420    -5.3737e-05  [+1.19e-04]  \n",
      "pccg          21   +0.349397    -2.2513e-05  [+5.80e-05]  \n",
      "pccg          22   +0.349387    -1.0846e-05  [+2.60e-05]  \n",
      "pccg          23   +0.349381    -5.6492e-06  [+1.48e-05]  \n",
      "Band minimization converged after 23 iterations.\n",
      "Total band minimization time: 11.77099 s\n",
      "Minimize unoccupied band energies...\n",
      "Start auto minimization...\n",
      "Method  Iteration  Etot [Eh]    dEtot [Eh]   |Gradient|   \n",
      "pccg           1   +10.121290   \n",
      "pccg           2   +5.361753    -4.7595e+00  [+1.28e+01]  \n",
      "pccg           3   +3.397710    -1.9640e+00  [+1.95e+00]  \n",
      "pccg           4   +2.459052    -9.3866e-01  [+3.64e-01]  \n",
      "pccg           5   +2.028931    -4.3012e-01  [+7.28e-02]  \n",
      "pccg           6   +1.822802    -2.0613e-01  [+1.88e-02]  \n",
      "pccg           7   +1.713880    -1.0892e-01  [+6.57e-03]  \n",
      "pccg           8   +1.654530    -5.9350e-02  [+2.71e-03]  \n",
      "pccg           9   +1.621663    -3.2867e-02  [+1.14e-03]  \n",
      "pccg          10   +1.603770    -1.7893e-02  [+5.37e-04]  \n",
      "pccg          11   +1.594180    -9.5899e-03  [+2.66e-04]  \n",
      "pccg          12   +1.588345    -5.8355e-03  [+1.47e-04]  \n",
      "pccg          13   +1.584403    -3.9418e-03  [+9.43e-05]  \n",
      "pccg          14   +1.581572    -2.8314e-03  [+6.68e-05]  \n",
      "pccg          15   +1.579543    -2.0291e-03  [+4.91e-05]  \n",
      "pccg          16   +1.578312    -1.2304e-03  [+3.02e-05]  \n",
      "pccg          17   +1.577649    -6.6306e-04  [+1.66e-05]  \n",
      "pccg          18   +1.577241    -4.0841e-04  [+1.03e-05]  \n",
      "pccg          19   +1.576939    -3.0212e-04  [+7.42e-06]  \n",
      "pccg          20   +1.576681    -2.5775e-04  [+5.85e-06]  \n",
      "pccg          21   +1.576410    -2.7086e-04  [+5.79e-06]  \n",
      "pccg          22   +1.576155    -2.5559e-04  [+5.38e-06]  \n",
      "pccg          23   +1.575954    -2.0063e-04  [+4.55e-06]  \n",
      "pccg          24   +1.575817    -1.3647e-04  [+3.34e-06]  \n",
      "pccg          25   +1.575728    -8.9092e-05  [+2.28e-06]  \n",
      "pccg          26   +1.575671    -5.7336e-05  [+1.48e-06]  \n",
      "pccg          27   +1.575631    -4.0193e-05  [+9.50e-07]  \n",
      "pccg          28   +1.575598    -3.3267e-05  [+7.16e-07]  \n",
      "pccg          29   +1.575569    -2.8409e-05  [+6.12e-07]  \n",
      "pccg          30   +1.575544    -2.5350e-05  [+5.24e-07]  \n",
      "pccg          31   +1.575517    -2.6594e-05  [+5.33e-07]  \n",
      "pccg          32   +1.575489    -2.7896e-05  [+5.88e-07]  \n",
      "pccg          33   +1.575464    -2.5499e-05  [+6.04e-07]  \n",
      "pccg          34   +1.575444    -1.9619e-05  [+5.17e-07]  \n",
      "pccg          35   +1.575430    -1.4292e-05  [+3.79e-07]  \n",
      "pccg          36   +1.575418    -1.1489e-05  [+2.94e-07]  \n",
      "pccg          37   +1.575410    -8.3164e-06  [+2.32e-07]  \n",
      "Band minimization converged after 37 iterations.\n",
      "Total band minimization time: 15.58859 s\n"
     ]
    }
   ],
   "source": [
    "# Run the calculation for the new sampled k-points\n",
    "# This will do a minimization for a fixed Hamiltonian (the one we have found in the previous calculation, saved in the SCF object)\n",
    "# The calculation will perform two steps:\n",
    "# 1. Find a set of occupied orbitals that minimize the band energies\n",
    "# 2. Find a set of unoccupied orbitals that are orthogonal to the occupied ones that also minimize their band energies\n",
    "scf.converge_bands();"
   ]
  },
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   "execution_count": 8,
   "id": "1b5fcd97-e2a7-4b68-8e7e-9ddac095c92a",
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# At last, plot the resulting band structure\n",
    "plot_bandstructure(scf)"
   ]
  }
 ],
 "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": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}