diff --git a/jarvis-tools-notebooks/ThreeBodyTB_julia.ipynb b/jarvis-tools-notebooks/ThreeBodyTB_julia.ipynb new file mode 100644 index 0000000..243953d --- /dev/null +++ b/jarvis-tools-notebooks/ThreeBodyTB_julia.ipynb @@ -0,0 +1,930 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "include_colab_link": true + }, + "kernelspec": { + "display_name": "Julia", + "language": "julia", + "name": "julia" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia" + }, + "gpuClass": "standard" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Example of how to run\n", + "`ThreeBodyTB` using julia. First we have to 1) install julia, 2) reload the page, and 3) then install `ThreeBodyTB`, which takes a while. Once things are installed, commands work reasonably quickly the second time they are run, as the machine code is cached.**" + ], + "metadata": { + "id": "97SaN_JotbwT" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tQ1r1bbb0yBv" + }, + "source": [ + "# _Colab Notebook Template_\n", + "\n", + "## Instructions\n", + "1. Work on a copy of this notebook: _File_ > _Save a copy in Drive_ (you will need a Google account). Alternatively, you can download the notebook using _File_ > _Download .ipynb_, then upload it to [Colab](https://colab.research.google.com/).\n", + "2. If you need a GPU: _Runtime_ > _Change runtime type_ > _Harware accelerator_ = _GPU_.\n", + "3. Execute the following cell (click on it and press Ctrl+Enter) to install Julia, IJulia and other packages (if needed, update `JULIA_VERSION` and the other parameters). This takes a couple of minutes.\n", + "4. Reload this page (press Ctrl+R, or ⌘+R, or the F5 key) and continue to the next section.\n", + "\n", + "_Notes_:\n", + "* If your Colab Runtime gets reset (e.g., due to inactivity), repeat steps 2, 3 and 4.\n", + "* After installation, if you want to change the Julia version or activate/deactivate the GPU, you will need to reset the Runtime: _Runtime_ > _Factory reset runtime_ and repeat steps 3 and 4." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "GIeFXS0F0zww", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 87 + }, + "outputId": "abaa110b-79a1-42b2-dc17-77797044f060" + }, + "source": [ + "%%shell\n", + "set -e\n", + "\n", + "#---------------------------------------------------#\n", + "JULIA_VERSION=\"1.9.2\" # any version ≥ 0.7.0\n", + "JULIA_PACKAGES=\"IJulia BenchmarkTools\"\n", + "JULIA_PACKAGES_IF_GPU=\"CUDA\" # or CuArrays for older Julia versions\n", + "JULIA_NUM_THREADS=2\n", + "#---------------------------------------------------#\n", + "\n", + "if [ -z `which julia` ]; then\n", + " # Install Julia\n", + " JULIA_VER=`cut -d '.' -f -2 <<< \"$JULIA_VERSION\"`\n", + " echo \"Installing Julia $JULIA_VERSION on the current Colab Runtime...\"\n", + " BASE_URL=\"https://julialang-s3.julialang.org/bin/linux/x64\"\n", + " URL=\"$BASE_URL/$JULIA_VER/julia-$JULIA_VERSION-linux-x86_64.tar.gz\"\n", + " wget -nv $URL -O /tmp/julia.tar.gz # -nv means \"not verbose\"\n", + " tar -x -f /tmp/julia.tar.gz -C /usr/local --strip-components 1\n", + " rm /tmp/julia.tar.gz\n", + "\n", + " # Install Packages\n", + " nvidia-smi -L &> /dev/null && export GPU=1 || export GPU=0\n", + " if [ $GPU -eq 1 ]; then\n", + " JULIA_PACKAGES=\"$JULIA_PACKAGES $JULIA_PACKAGES_IF_GPU\"\n", + " fi\n", + " for PKG in `echo $JULIA_PACKAGES`; do\n", + " echo \"Installing Julia package $PKG...\"\n", + " julia -e 'using Pkg; pkg\"add '$PKG'; precompile;\"' &> /dev/null\n", + " done\n", + "\n", + " # Install kernel and rename it to \"julia\"\n", + " echo \"Installing IJulia kernel...\"\n", + " julia -e 'using IJulia; IJulia.installkernel(\"julia\", env=Dict(\n", + " \"JULIA_NUM_THREADS\"=>\"'\"$JULIA_NUM_THREADS\"'\"))'\n", + " KERNEL_DIR=`julia -e \"using IJulia; print(IJulia.kerneldir())\"`\n", + " KERNEL_NAME=`ls -d \"$KERNEL_DIR\"/julia*`\n", + " mv -f $KERNEL_NAME \"$KERNEL_DIR\"/julia\n", + "\n", + " echo ''\n", + " echo \"Successfully installed `julia -v`!\"\n", + " echo \"Please reload this page (press Ctrl+R, ⌘+R, or the F5 key) then\"\n", + " echo \"jump to the 'Checking the Installation' section.\"\n", + "fi" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + " Unrecognized magic \u001b[36m%%shell\u001b[39m.\n", + "\n", + " Julia does not use the IPython \u001b[36m%magic\u001b[39m syntax. To interact with the IJulia\n", + " kernel, use \u001b[36mIJulia.somefunction(...)\u001b[39m, for example. Julia macros, string\n", + " macros, and functions can be used to accomplish most of the other\n", + " functionalities of IPython magics." + ], + "text/markdown": "Unrecognized magic `%%shell`.\n\nJulia does not use the IPython `%magic` syntax. To interact with the IJulia kernel, use `IJulia.somefunction(...)`, for example. Julia macros, string macros, and functions can be used to accomplish most of the other functionalities of IPython magics.\n", + "text/latex": "Unrecognized magic \\texttt{\\%\\%shell}.\n\nJulia does not use the IPython \\texttt{\\%magic} syntax. To interact with the IJulia kernel, use \\texttt{IJulia.somefunction(...)}, for example. Julia macros, string macros, and functions can be used to accomplish most of the other functionalities of IPython magics.\n\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-OS3Ac017T1i" + }, + "source": [ + "# Checking the Installation\n", + "The `versioninfo()` function should print your Julia version and some other info about the system:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "EEzvvzCl1i0F", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "f7fc91da-65bd-4c00-c758-82ea99aa7ec3" + }, + "source": [ + "versioninfo()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Julia Version 1.8.2\n", + "Commit 36034abf260 (2022-09-29 15:21 UTC)\n", + "Platform Info:\n", + " OS: Linux (x86_64-linux-gnu)\n", + " CPU: 2 × Intel(R) Xeon(R) CPU @ 2.20GHz\n", + " WORD_SIZE: 64\n", + " LIBM: libopenlibm\n", + " LLVM: libLLVM-13.0.1 (ORCJIT, broadwell)\n", + " Threads: 2 on 2 virtual cores\n", + "Environment:\n", + " LD_LIBRARY_PATH = /usr/local/nvidia/lib:/usr/local/nvidia/lib64\n", + " JULIA_NUM_THREADS = 2\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#ThreeBodyTB" + ], + "metadata": { + "id": "_-wGWHCunq9o" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Load the ThreeBodyTB code. Unfortunately this takes a while the first time, as many other packages must be downloaded for our fresh installation.**" + ], + "metadata": { + "id": "Z74ozMcAnvr_" + } + }, + { + "cell_type": "code", + "source": [ + "using Pkg\n", + "Pkg.add(url = \"https://github.com/usnistgov/ThreeBodyTB.jl\", rev = \"develop3\")\n", + "using ThreeBodyTB\n", + "using Plots" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YjM_qq54lCcs", + "outputId": "8ef2a5ed-23c5-4506-8afe-bb0a3abd85c6" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m git-repo `https://github.com/usnistgov/ThreeBodyTB.jl`\n", + "\u001b[32m\u001b[1m Resolving\u001b[22m\u001b[39m package versions...\n", + "\u001b[32m\u001b[1m No Changes\u001b[22m\u001b[39m to `~/.julia/environments/v1.8/Project.toml`\n", + "\u001b[32m\u001b[1m No Changes\u001b[22m\u001b[39m to `~/.julia/environments/v1.8/Manifest.toml`\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Define an AlAs primitive unit cell (zincblende structure).**" + ], + "metadata": { + "id": "CkBWVGsymuU5" + } + }, + { + "cell_type": "code", + "source": [ + "A = [0 2.73 2.73; 2.73 0 2.73; 2.73 2.73 0] #angstrom lattice vectors\n", + "pos = [0 0 0; 0.25 0.25 0.25] #crystal coordinates\n", + "atoms = [\"Al\", \"P\"] #strings or symbols are fine\n", + "c = makecrys(A, pos, atoms)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "n2fIIVknkwmY", + "outputId": "4374a6c3-ead7-4b5c-98cb-55057018e2a1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Units: Å\n", + "\n", + "A1= 0.00000 2.73000 2.73000\n", + "A2= 2.73000 0.00000 2.73000\n", + "A3= 2.73000 2.73000 0.00000\n", + "\n", + "Al 0.00000 0.00000 0.00000\n", + "P 0.25000 0.25000 0.25000\n" + ] + }, + "metadata": {}, + "execution_count": 42 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Create a 2x2x2 supercell, use the simple plotter for fun.**" + ], + "metadata": { + "id": "UPU6PAFWmj9P" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "XciCcMAJOT3_", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 456 + }, + "outputId": "d10c65b6-f6c0-484c-f400-0b2277757752" + }, + "source": [ + "c222 = c * [2,2,2]\n", + "plot(c222)" + ], + "execution_count": 44, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "s P blue\n", + "s Al orange\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/svg+xml": "\n\n\n \n \n \n\n\n\n \n \n \n\n\n \n \n \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Calculate energy of AlAs**" + ], + "metadata": { + "id": "NJpcC-mam7wW" + } + }, + { + "cell_type": "code", + "source": [ + "energy, tbc, flag = scf_energy(c);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HaB30AFVltGM", + "outputId": "7209e4df-6733-4b06-bba3-531279b94fff" + }, + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n", + " 0.008080 seconds (64.86 k allocations: 2.263 MiB)\n", + "DO CLASSICAL true\n", + "\n", + "START SCF ----------------\n", + "SCF CALC 0001 energy -11.02359198 \n", + "SCF CALC 0002 energy -11.02321829 en_diff: 3.736900E-04 dq_diff: 1.744166E+00 mix: 1.000000E+00 \n", + "SCF CALC 0003 energy -11.02244087 en_diff: 7.774142E-04 dq_diff: 1.665710E+00 mix: 1.000000E+00 \n", + "SCF CALC 0004 energy -10.90581647 en_diff: 1.166244E-01 dq_diff: 2.711302E-03 mix: 1.000000E+00 \n", + "SCF CALC 0005 energy -10.90558098 en_diff: 2.354937E-04 dq_diff: 8.664067E-04 mix: 1.000000E+00 \n", + "\n", + "YES convergence in 5 iters, energy -10.905580977225343 eV \n", + "END SCF ------------------\n", + "\n", + "ΔQ = [-0.82, 0.82]\n", + "\n", + "scf_energy success, done\n", + "\n", + "Formation energy: -0.717 eV/atom\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**The `tbc` object contains information on the SCF Hamiltonian, band structure, etc, for plotting purposes, etc.**" + ], + "metadata": { + "id": "yeEs6hHbn_5P" + } + }, + { + "cell_type": "code", + "source": [ + "tbc" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VxnUjEvLn_Iv", + "outputId": "33846bf6-b97d-482a-ec59-7a93abaeaf22" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "tb_crys object \n", + "\n", + "Units: Å\n", + "\n", + "A1= 0.00000 2.73000 2.73000\n", + "A2= 2.73000 0.00000 2.73000\n", + "A3= 2.73000 2.73000 0.00000\n", + "\n", + "Al 0.00000 0.00000 0.00000\n", + "P 0.25000 0.25000 0.25000\n", + "\n", + "\n", + "nelec: 8.0; nspin (hoppings): 1\n", + "within_fit: true ; scf: true; scfspin: false\n", + "calculated energy: -10.906 eV\n", + "formation energy: -0.717 eV\n", + "charges : [-0.82, 0.82]\n", + "\n", + "\n", + "tight binding real space object; nwan = 8, nr = 99, nonorth = true, scf = true, scfmagnetic = false, nspin = 1\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "execution_count": 27 + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "efermi : -1.458 eV\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Now we can plot the band structure and DOS**" + ], + "metadata": { + "id": "MjvaXMvNrMRS" + } + }, + { + "cell_type": "code", + "source": [ + "tbc_new, plot_object = plot_bandstr_dos(tbc);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 875 + }, + "id": "7MzdWNMbl4uD", + "outputId": "bf236d20-9049-4345-cb2d-5e80cfda0354" + }, + "execution_count": 46, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Symmetry info\n", + "Space group # 216 F-43m F -4 2 3\n", + "Point group -43m\n", + "spg 216 F-43m F\n", + "7.296 7.296 7.296 | 60.0 60.0 60.0\n", + "centering F true\n", + "align fermi -0.10712655296178408 -------------------------\n", + "no display\n", + "grid [16, 16, 16]\n", + "dos fermi -0.10620771246645189 xxxxxxxxxxxxx---------------\n", + "nspin 1\n", + "Projection type: atomic\n", + "PROJ\n", + "(\"P\", [5, 6, 7, 8], 4)\n", + "(\"Al\", [1, 2, 3, 4], 4)\n", + "proj_inds [5, 6, 7, 8]\n", + "proj_inds [1, 2, 3, 4]\n", + "(4096, 8, 2, 1)\n", + "Int DOS 7.999997037813593\n", + "Int DOS occ 3.999999964331952\n", + "Int pDOS occ 1 : 2.7964786418386187\n", + "Int pDOS occ 2 : 1.2035213224933339\n", + "Int pDOS all 1 : 3.999999090482648\n", + "Int pDOS all 2 : 3.999997947330942\n", + "DOS flit range (-14.523154815030251, 10.86007830775062)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/svg+xml": "\n\n\n \n \n \n\n\n\n \n \n \n\n\n\n \n \n \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n \n \n \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Calculate energy, force, and stress**" + ], + "metadata": { + "id": "AyX0bar2pX9U" + } + }, + { + "cell_type": "code", + "source": [ + "energy, force, stress, tbc = scf_energy_force_stress(tbc);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nNpUysZemYiB", + "outputId": "8509bd74-a10a-4e8f-e94d-041db79bfdd3" + }, + "execution_count": 43, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Calculate Force, Stress (no scf)\n", + "DO CLASSICAL true\n", + "\n", + "START SCF ----------------\n", + "SCF CALC 0001 energy -10.90639632 \n", + "SCF CALC 0002 energy -10.90639019 en_diff: 6.130664E-06 dq_diff: 8.202471E-04 mix: 1.000000E+00 \n", + "\n", + "YES convergence in 2 iters, energy -10.906390188801593 eV \n", + "END SCF ------------------\n", + "\n", + "ΔQ = [-0.82, 0.82]\n", + "\n", + "(Pre-)Calculate Jacobian of TB object\n", + " 0.024041 seconds (27.15 k allocations: 27.926 MiB)\n", + "Calculate Force / Stress\n", + " 0.020700 seconds (259.13 k allocations: 21.244 MiB)\n", + " 0.017272 seconds (244.97 k allocations: 14.920 MiB)\n", + " 0.011013 seconds (155.76 k allocations: 9.487 MiB)\n", + "done\n", + "----\n", + "\n", + "Formation energy: -0.717 eV/atom\n", + "\n", + "Lattice Vectors | Stress\n", + "-----------------------------------------------------------------------\n", + "A1= +0.00000 +2.72157 +2.72157 | +0.02835 +0.00000 +0.00000\n", + "A2= +2.72157 +0.00000 +2.72157 | +0.00000 +0.02835 +0.00000\n", + "A3= +2.72157 +2.72157 +0.00000 | +0.00000 +0.00000 +0.02835\n", + "\n", + "Crystal coords | Force (Cartesian)\n", + "-----------------------------------------------------------------------\n", + "Al +0.00000 +0.00000 +0.00000 | +0.00000 +0.00000 +0.00000\n", + "P +0.25000 +0.25000 +0.25000 | +0.00000 +0.00000 +0.00000\n", + "-----------------------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**We can also do a relaxation of the forces and stresses. We will expand the starting crystal by 10% so there is something to relax.**" + ], + "metadata": { + "id": "iromPl7FqJdG" + } + }, + { + "cell_type": "code", + "source": [ + "cfinal, tbc, energy, force, stress = relax_structure(c * 1.1 );" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2-FD7PegozdO", + "outputId": "2f84bf98-c480-4e40-eaea-da641bec2dec" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " 0.008176 seconds (43.98 k allocations: 1.541 MiB)\n", + "DO CLASSICAL true\n", + "\n", + "START SCF ----------------\n", + "SCF CALC 0001 energy -10.41948519 \n", + "SCF CALC 0002 energy -10.41873597 en_diff: 7.492193E-04 dq_diff: 1.727807E+00 mix: 1.000000E+00 \n", + "SCF CALC 0003 energy -10.41718817 en_diff: 1.547804E-03 dq_diff: 1.642638E+00 mix: 1.000000E+00 \n", + "SCF CALC 0004 energy -10.22462507 en_diff: 1.925631E-01 dq_diff: 9.992915E-03 mix: 1.000000E+00 \n", + "SCF CALC 0005 energy -10.22319628 en_diff: 1.428792E-03 dq_diff: 3.282020E-03 mix: 1.000000E+00 \n", + "SCF CALC 0006 energy -10.22249488 en_diff: 7.013986E-04 dq_diff: 3.467126E-06 mix: 1.000000E+00 \n", + "SCF CALC 0007 energy -10.22249587 en_diff: 9.953398E-07 dq_diff: 1.191102E-06 mix: 1.000000E+00 \n", + "\n", + "YES convergence in 7 iters, energy -10.222495871893637 eV \n", + "END SCF ------------------\n", + "\n", + "ΔQ = [-0.74, 0.74]\n", + "\n", + "starting vec \n", + "[0.0, 0.0, 0.0, 0.25, 0.25, 0.25, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", + "\n", + "\n", + "Conj Grad START\n", + " 0.007301 seconds (43.98 k allocations: 1.541 MiB)\n", + "DO CLASSICAL true\n", + "\n", + "START SCF ----------------\n", + "SCF CALC 0001 energy -10.22249625 \n", + "SCF CALC 0002 energy -10.22249621 en_diff: 3.902848E-08 dq_diff: 2.758565E-06 mix: 1.000000E+00 \n", + "\n", + "YES convergence in 2 iters, energy -10.222496206818338 eV \n", + "END SCF ------------------\n", + "\n", + "ΔQ = [-0.74, 0.74]\n", + "\n", + "(Pre-)Calculate Jacobian of TB object\n", + " 0.007395 seconds (12.34 k allocations: 11.454 MiB)\n", + "Calculate Force / Stress\n", + " 0.012200 seconds (177.00 k allocations: 14.511 MiB)\n", + " 0.007113 seconds (162.84 k allocations: 9.918 MiB)\n", + " 0.007358 seconds (144.43 k allocations: 8.797 MiB)\n", + "\n", + "FCALL 1 en: -0.7513393401283106 (Ryd) fsum: 0.0 ssum: 0.001452835995284802 xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx\n", + "\n", + "Lattice Vectors | Stress\n", + "-----------------------------------------------------------------------\n", + "A1= +0.00000 +3.00300 +3.00300 | -0.07701 +0.00000 +0.00000\n", + "A2= +3.00300 +0.00000 +3.00300 | +0.00000 -0.07701 +0.00000\n", + "A3= +3.00300 +3.00300 +0.00000 | +0.00000 +0.00000 -0.07701\n", + "\n", + "Crystal coords | Force (Cartesian)\n", + "-----------------------------------------------------------------------\n", + "Al +0.00000 +0.00000 +0.00000 | +0.00000 +0.00000 +0.00000\n", + "P +0.25000 +0.25000 +0.25000 | +0.00000 +0.00000 +0.00000\n", + "-----------------------------------------------------------------------\n", + "\n", + "\n", + " 0.004569 seconds (47.58 k allocations: 1.665 MiB)\n", + "DO CLASSICAL true\n", + "\n", + "START SCF ----------------\n", + "SCF CALC 0001 energy -10.86038858 \n", + "SCF CALC 0002 energy -10.86223000 en_diff: 1.841424E-03 dq_diff: 2.027364E-01 mix: 1.000000E+00 \n", + "SCF CALC 0003 energy -10.86361211 en_diff: 1.382105E-03 dq_diff: 1.935142E-01 mix: 1.000000E+00 \n", + "SCF CALC 0004 energy -10.89118197 en_diff: 2.756986E-02 dq_diff: 3.887554E-05 mix: 1.000000E+00 \n", + "SCF CALC 0005 energy -10.89117848 en_diff: 3.492129E-06 dq_diff: 1.307508E-05 mix: 1.000000E+00 \n", + "\n", + "YES convergence in 5 iters, energy -10.891178479582317 eV \n", + "END SCF ------------------\n", + "\n", + "ΔQ = [-0.81, 0.81]\n", + "\n", + "(Pre-)Calculate Jacobian of TB object\n", + " 0.017073 seconds (27.00 k allocations: 27.914 MiB)\n", + "Calculate Force / Stress\n", + " 0.012770 seconds (191.16 k allocations: 15.672 MiB)\n", + " 0.078584 seconds (177.00 k allocations: 10.780 MiB, 88.45% gc time)\n", + " 0.007921 seconds (155.76 k allocations: 9.487 MiB)\n", + "\n", + "FCALL 2 en: -0.8004865628231828 (Ryd) fsum: 0.0 ssum: 0.0003493016108555263 xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx\n", + "\n", + "Lattice Vectors | Stress\n", + "-----------------------------------------------------------------------\n", + "A1= +0.00000 +2.75683 +2.75683 | -0.01852 +0.00000 +0.00000\n", + "A2= +2.75683 +0.00000 +2.75683 | +0.00000 -0.01852 +0.00000\n", + "A3= +2.75683 +2.75683 +0.00000 | +0.00000 +0.00000 -0.01852\n", + "\n", + "Crystal coords | Force (Cartesian)\n", + "-----------------------------------------------------------------------\n", + "Al +0.00000 +0.00000 +0.00000 | +0.00000 +0.00000 +0.00000\n", + "P +0.25000 +0.25000 +0.25000 | +0.00000 +0.00000 +0.00000\n", + "-----------------------------------------------------------------------\n", + "\n", + "\n", + "MY CG quadratic linesearch iter 1 fn val: -0.8004865628231828 | rms grad: 0.09877750144184022 within_stepsize: true , old step: 0.40106906176682366 , new step_size: 0.2965530051856925 \n", + " 0.006845 seconds (64.86 k allocations: 2.263 MiB)\n", + "DO CLASSICAL true\n", + "\n", + "START SCF ----------------\n", + "SCF CALC 0001 energy -10.90232872 \n", + "SCF CALC 0002 energy -10.90255281 en_diff: 2.240825E-04 dq_diff: 2.938235E-02 mix: 1.000000E+00 \n", + "SCF CALC 0003 energy -10.90272185 en_diff: 1.690407E-04 dq_diff: 2.805974E-02 mix: 1.000000E+00 \n", + "SCF CALC 0004 energy -10.90628019 en_diff: 3.558346E-03 dq_diff: 6.882145E-07 mix: 1.000000E+00 \n", + "SCF CALC 0005 energy -10.90628011 en_diff: 8.032770E-08 dq_diff: 4.996830E-08 mix: 1.000000E+00 \n", + "\n", + "YES convergence in 5 iters, energy -10.906280112578564 eV \n", + "END SCF ------------------\n", + "\n", + "ΔQ = [-0.82, 0.82]\n", + "\n", + "(Pre-)Calculate Jacobian of TB object\n", + " 0.035151 seconds (27.21 k allocations: 27.920 MiB)\n", + "Calculate Force / Stress\n", + " 0.018215 seconds (259.13 k allocations: 21.244 MiB)\n", + " 0.010952 seconds (244.97 k allocations: 14.920 MiB)\n", + " 0.008393 seconds (155.76 k allocations: 9.487 MiB)\n", + "\n", + "FCALL 3 en: -0.8015965119726568 (Ryd) fsum: 0.0 ssum: 1.0040959946023134e-5 xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx\n", + "\n", + "Lattice Vectors | Stress\n", + "-----------------------------------------------------------------------\n", + "A1= +0.00000 +2.72297 +2.72297 | -0.00053 +0.00000 +0.00000\n", + "A2= +2.72297 +0.00000 +2.72297 | +0.00000 -0.00053 +0.00000\n", + "A3= +2.72297 +2.72297 +0.00000 | +0.00000 +0.00000 -0.00053\n", + "\n", + "Crystal coords | Force (Cartesian)\n", + "-----------------------------------------------------------------------\n", + "Al +0.00000 +0.00000 +0.00000 | +0.00000 +0.00000 +0.00000\n", + "P +0.25000 +0.25000 +0.25000 | +0.00000 +0.00000 +0.00000\n", + "-----------------------------------------------------------------------\n", + "\n", + "\n", + "MY CG quadratic linesearch iter 2 fn val: -0.8015965119726568 | rms grad: 0.002736101274805686 within_stepsize: true , old step: 0.2965530051856925 , new step_size: 0.44482950777853875 \n", + " 0.007488 seconds (64.86 k allocations: 2.263 MiB)\n", + "DO CLASSICAL true\n", + "\n", + "START SCF ----------------\n", + "SCF CALC 0001 energy -10.90640826 \n", + "SCF CALC 0002 energy -10.90640145 en_diff: 6.801713E-06 dq_diff: 9.100751E-04 mix: 1.000000E+00 \n", + "\n", + "YES convergence in 2 iters, energy -10.906401454938575 eV \n", + "END SCF ------------------\n", + "\n", + "ΔQ = [-0.82, 0.82]\n", + "\n", + "(Pre-)Calculate Jacobian of TB object\n", + " 0.017038 seconds (27.21 k allocations: 27.920 MiB)\n", + "Calculate Force / Stress\n", + " 0.070111 seconds (259.13 k allocations: 21.244 MiB, 74.91% gc time)\n", + " 0.011996 seconds (244.97 k allocations: 14.920 MiB)\n", + " 0.008655 seconds (155.76 k allocations: 9.487 MiB)\n", + "\n", + "FCALL 4 en: -0.80160543046838 (Ryd) fsum: 0.0 ssum: 5.834626583611745e-6 xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx\n", + "\n", + "Lattice Vectors | Stress\n", + "-----------------------------------------------------------------------\n", + "A1= +0.00000 +2.72157 +2.72157 | +0.00031 +0.00000 +0.00000\n", + "A2= +2.72157 +0.00000 +2.72157 | +0.00000 +0.00031 +0.00000\n", + "A3= +2.72157 +2.72157 +0.00000 | +0.00000 +0.00000 +0.00031\n", + "\n", + "Crystal coords | Force (Cartesian)\n", + "-----------------------------------------------------------------------\n", + "Al +0.00000 +0.00000 +0.00000 | +0.00000 +0.00000 +0.00000\n", + "P +0.25000 +0.25000 +0.25000 | +0.00000 +0.00000 +0.00000\n", + "-----------------------------------------------------------------------\n", + "\n", + "\n", + "Relax done\n", + "\n", + "Formation energy: -0.717 eV/atom\n", + "\n", + "\n", + "---------------------------------\n", + "Final Energy -10.906401454938575 \n", + "Lattice Vectors | Stress\n", + "-----------------------------------------------------------------------\n", + "A1= +0.00000 +2.72157 +2.72157 | +0.02840 +0.00000 +0.00000\n", + "A2= +2.72157 +0.00000 +2.72157 | +0.00000 +0.02840 +0.00000\n", + "A3= +2.72157 +2.72157 +0.00000 | +0.00000 +0.00000 +0.02840\n", + "\n", + "Crystal coords | Force (Cartesian)\n", + "-----------------------------------------------------------------------\n", + "Al +0.00000 +0.00000 +0.00000 | +0.00000 +0.00000 +0.00000\n", + "P +0.25000 +0.25000 +0.25000 | +0.00000 +0.00000 +0.00000\n", + "-----------------------------------------------------------------------\n", + "\n", + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**This static image shows a direct comparison of the band structure to DFT. We cannot reproduce it as part of this exercise because colab doesn't have Quantum Espresso installed.** The command required is\n", + "\n", + "```\n", + "kpts, names, c_std = ThreeBodyTB.Symmetry.get_kpath_sym(c);\n", + "ThreeBodyTB.BandStruct.run_dft_compare(tbc, nprocs=2, kpath=kpts, names=names);\n", + "```\n", + "\n" + ], + "metadata": { + "id": "eDdY3kGDsxiZ" + } + }, + { + "cell_type": "markdown", + "source": [ + "![image.png](data:image/png;base64,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)" + ], + "metadata": { + "id": "xrR98Gptsu6P" + } + }, + { + "cell_type": "markdown", + "source": [ + "**We can calculate the energy of the 2x2x2 cell and compare to our primitive calculation**" + ], + "metadata": { + "id": "__0ttUwptYMI" + } + }, + { + "cell_type": "code", + "source": [ + "energy222, tbc222, flag222 = scf_energy(c222);\n", + "println()\n", + "println(\"Energy ratio \", energy222/energy)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WG9pFwPIsug2", + "outputId": "6f3261a7-f208-4779-df64-8986f43a7289" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n", + " 0.065525 seconds (526.02 k allocations: 18.213 MiB)\n", + "DO CLASSICAL true\n", + "\n", + "START SCF ----------------\n", + "SCF CALC 0001 energy -88.18921920 \n", + "SCF CALC 0002 energy -88.18622991 en_diff: 2.989287E-03 dq_diff: 1.395274E+01 mix: 1.000000E+00 \n", + "SCF CALC 0003 energy -88.18001109 en_diff: 6.218827E-03 dq_diff: 1.332511E+01 mix: 1.000000E+00 \n", + "SCF CALC 0004 energy -87.24710123 en_diff: 9.329099E-01 dq_diff: 2.169395E-02 mix: 1.000000E+00 \n", + "SCF CALC 0005 energy -87.24521672 en_diff: 1.884514E-03 dq_diff: 6.929644E-03 mix: 1.000000E+00 \n", + "\n", + "YES convergence in 5 iters, energy -87.24521671639607 eV \n", + "END SCF ------------------\n", + "\n", + "ΔQ = [-0.82, 0.82, -0.82, 0.82, -0.82, 0.82, -0.82, 0.82, -0.82, 0.82, -0.82, 0.82, -0.82, 0.82, -0.82, 0.82]\n", + "\n", + "scf_energy success, done\n", + "\n", + "Formation energy: -0.717 eV/atom\n", + "\n", + "\n", + "Energy ratio 7.999531578591496\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Feel free to try your own structures. Also note, we can load crystal structures from POSCAR strings or POSCAR or QE filenames**" + ], + "metadata": { + "id": "2agCjMKYumAw" + } + }, + { + "cell_type": "code", + "source": [ + "POSCAR = \"\"\"title kfg\n", + "1.0000000\n", + "0.0 5.0 5.0\n", + "5.0 0.0 5.0\n", + "5.0 5.0 0.0\n", + "Na Cl\n", + "1 1\n", + "Direct\n", + "0.0 0.0 0.0\n", + "0.5 0.5 0.5\"\"\"\n", + "\n", + "ct = makecrys(POSCAR)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aBh59u8tuf2u", + "outputId": "f25adc1e-c00f-4b00-8ecd-bdb4758f7e52" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "newlines found, interpret as string containing file instead of filename\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Units: Å\n", + "\n", + "A1= 0.00000 5.00000 5.00000\n", + "A2= 5.00000 0.00000 5.00000\n", + "A3= 5.00000 5.00000 0.00000\n", + "\n", + "Na 0.00000 0.00000 0.00000\n", + "Cl 0.50000 0.50000 0.50000\n" + ] + }, + "metadata": {}, + "execution_count": 39 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "jnqUi6dCx-4S" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file