|
| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "code", |
| 5 | + "execution_count": null, |
| 6 | + "id": "28d69730-d8cb-4174-ae3f-aa70da8a8108", |
| 7 | + "metadata": {}, |
| 8 | + "outputs": [], |
| 9 | + "source": [ |
| 10 | + "import numpy as np" |
| 11 | + ] |
| 12 | + }, |
| 13 | + { |
| 14 | + "cell_type": "code", |
| 15 | + "execution_count": null, |
| 16 | + "id": "cacaa0a8-27c8-44de-9e37-69cd3d13408b", |
| 17 | + "metadata": {}, |
| 18 | + "outputs": [], |
| 19 | + "source": [ |
| 20 | + "from jobflow.managers.local import run_locally" |
| 21 | + ] |
| 22 | + }, |
| 23 | + { |
| 24 | + "cell_type": "code", |
| 25 | + "execution_count": null, |
| 26 | + "id": "78ca455d-d0b8-4814-81fa-6039f6adb4c4", |
| 27 | + "metadata": {}, |
| 28 | + "outputs": [], |
| 29 | + "source": [ |
| 30 | + "from python_workflow_definition.jobflow import load_workflow_json" |
| 31 | + ] |
| 32 | + }, |
| 33 | + { |
| 34 | + "cell_type": "code", |
| 35 | + "execution_count": null, |
| 36 | + "id": "14d87342-706e-4120-99e6-b5363f724601", |
| 37 | + "metadata": {}, |
| 38 | + "outputs": [], |
| 39 | + "source": [ |
| 40 | + "from pyiron_base import Project, job" |
| 41 | + ] |
| 42 | + }, |
| 43 | + { |
| 44 | + "cell_type": "code", |
| 45 | + "execution_count": null, |
| 46 | + "id": "a2ed2608-9e1b-4a81-81cb-5079573ea2d1", |
| 47 | + "metadata": {}, |
| 48 | + "outputs": [], |
| 49 | + "source": [ |
| 50 | + "from python_workflow_definition.pyiron_base import write_workflow_json" |
| 51 | + ] |
| 52 | + }, |
| 53 | + { |
| 54 | + "cell_type": "code", |
| 55 | + "execution_count": null, |
| 56 | + "id": "444347b0-d5ba-4903-b8d4-a9d7fc35d268", |
| 57 | + "metadata": {}, |
| 58 | + "outputs": [], |
| 59 | + "source": [ |
| 60 | + "from python_workflow_definition.jobflow import load_workflow_json" |
| 61 | + ] |
| 62 | + }, |
| 63 | + { |
| 64 | + "cell_type": "code", |
| 65 | + "execution_count": null, |
| 66 | + "id": "b75c2530-9b89-4185-838f-a17e517fa68f", |
| 67 | + "metadata": {}, |
| 68 | + "outputs": [], |
| 69 | + "source": [ |
| 70 | + "from quantum_espresso_workflow import (\n", |
| 71 | + " calculate_qe as _calculate_qe, \n", |
| 72 | + " generate_structures as _generate_structures, \n", |
| 73 | + " get_bulk_structure as _get_bulk_structure, \n", |
| 74 | + " plot_energy_volume_curve as _plot_energy_volume_curve,\n", |
| 75 | + ")" |
| 76 | + ] |
| 77 | + }, |
| 78 | + { |
| 79 | + "cell_type": "code", |
| 80 | + "execution_count": null, |
| 81 | + "id": "208ddfb8-dfda-4227-aa1f-3dc29e34ea82", |
| 82 | + "metadata": {}, |
| 83 | + "outputs": [], |
| 84 | + "source": [ |
| 85 | + "calculate_qe = job(_calculate_qe, output_key_lst=[\"energy\", \"volume\", \"structure\"])\n", |
| 86 | + "generate_structures = job(_generate_structures)\n", |
| 87 | + "plot_energy_volume_curve = job(_plot_energy_volume_curve)\n", |
| 88 | + "get_bulk_structure = job(_get_bulk_structure)" |
| 89 | + ] |
| 90 | + }, |
| 91 | + { |
| 92 | + "cell_type": "code", |
| 93 | + "execution_count": null, |
| 94 | + "id": "5071d3a0-7c1f-44c5-85e0-dede1566c10c", |
| 95 | + "metadata": {}, |
| 96 | + "outputs": [], |
| 97 | + "source": [ |
| 98 | + "pseudopotentials = {\"Al\": \"Al.pbe-n-kjpaw_psl.1.0.0.UPF\"}" |
| 99 | + ] |
| 100 | + }, |
| 101 | + { |
| 102 | + "cell_type": "code", |
| 103 | + "execution_count": null, |
| 104 | + "id": "13debfcd-362d-4fd0-a91f-5ab33632fceb", |
| 105 | + "metadata": {}, |
| 106 | + "outputs": [], |
| 107 | + "source": [ |
| 108 | + "pr = Project(\"test\")\n", |
| 109 | + "pr.remove_jobs(recursive=True, silently=True)" |
| 110 | + ] |
| 111 | + }, |
| 112 | + { |
| 113 | + "cell_type": "code", |
| 114 | + "execution_count": null, |
| 115 | + "id": "1f1cb12f-4001-478d-8ea0-b369f4f2981a", |
| 116 | + "metadata": {}, |
| 117 | + "outputs": [], |
| 118 | + "source": [ |
| 119 | + "structure = get_bulk_structure(\n", |
| 120 | + " name=\"Al\",\n", |
| 121 | + " a=4.05,\n", |
| 122 | + " cubic=True,\n", |
| 123 | + " pyiron_project=pr,\n", |
| 124 | + ")" |
| 125 | + ] |
| 126 | + }, |
| 127 | + { |
| 128 | + "cell_type": "code", |
| 129 | + "execution_count": null, |
| 130 | + "id": "4140f07b-af54-41ef-be22-df6b5b53bf95", |
| 131 | + "metadata": {}, |
| 132 | + "outputs": [], |
| 133 | + "source": [ |
| 134 | + "calc_mini = calculate_qe(\n", |
| 135 | + " working_directory=\"mini\",\n", |
| 136 | + " input_dict={\n", |
| 137 | + " \"structure\": structure,\n", |
| 138 | + " \"pseudopotentials\": pseudopotentials,\n", |
| 139 | + " \"kpts\": (3, 3, 3),\n", |
| 140 | + " \"calculation\": \"vc-relax\",\n", |
| 141 | + " \"smearing\": 0.02,\n", |
| 142 | + " },\n", |
| 143 | + " pyiron_project=pr,\n", |
| 144 | + ")" |
| 145 | + ] |
| 146 | + }, |
| 147 | + { |
| 148 | + "cell_type": "code", |
| 149 | + "execution_count": null, |
| 150 | + "id": "3c4dae11-8750-42d5-807c-cd19f2b65706", |
| 151 | + "metadata": {}, |
| 152 | + "outputs": [], |
| 153 | + "source": [ |
| 154 | + "number_of_strains = 5\n", |
| 155 | + "structure_lst = generate_structures( # the generate_structures() function is not available in the workflow graph\n", |
| 156 | + " structure=calc_mini.output.structure,\n", |
| 157 | + " strain_lst=np.linspace(0.9, 1.1, number_of_strains),\n", |
| 158 | + " pyiron_project=pr,\n", |
| 159 | + " list_length=number_of_strains,\n", |
| 160 | + ")" |
| 161 | + ] |
| 162 | + }, |
| 163 | + { |
| 164 | + "cell_type": "code", |
| 165 | + "execution_count": null, |
| 166 | + "id": "fdf3b62d-6cce-4312-8a5b-057224e36aca", |
| 167 | + "metadata": {}, |
| 168 | + "outputs": [], |
| 169 | + "source": [ |
| 170 | + "job_strain_lst = []\n", |
| 171 | + "for i, structure_strain in enumerate(structure_lst):\n", |
| 172 | + " calc_strain = calculate_qe(\n", |
| 173 | + " working_directory=\"strain_\" + str(i),\n", |
| 174 | + " input_dict={\n", |
| 175 | + " \"structure\": structure_strain,\n", |
| 176 | + " \"pseudopotentials\": pseudopotentials,\n", |
| 177 | + " \"kpts\": (3, 3, 3),\n", |
| 178 | + " \"calculation\": \"scf\",\n", |
| 179 | + " \"smearing\": 0.02,\n", |
| 180 | + " },\n", |
| 181 | + " pyiron_project=pr,\n", |
| 182 | + " )\n", |
| 183 | + " job_strain_lst.append(calc_strain)" |
| 184 | + ] |
| 185 | + }, |
| 186 | + { |
| 187 | + "cell_type": "code", |
| 188 | + "execution_count": null, |
| 189 | + "id": "b2823306-0a8a-4ae6-bb1f-104e90e2fe41", |
| 190 | + "metadata": {}, |
| 191 | + "outputs": [], |
| 192 | + "source": [ |
| 193 | + "plot = plot_energy_volume_curve(\n", |
| 194 | + " volume_lst=[job.output.volume for job in job_strain_lst],\n", |
| 195 | + " energy_lst=[job.output.energy for job in job_strain_lst],\n", |
| 196 | + " pyiron_project=pr,\n", |
| 197 | + ")" |
| 198 | + ] |
| 199 | + }, |
| 200 | + { |
| 201 | + "cell_type": "code", |
| 202 | + "execution_count": null, |
| 203 | + "id": "52646121-335f-48e6-bd5e-a1d69d00e8bc", |
| 204 | + "metadata": {}, |
| 205 | + "outputs": [], |
| 206 | + "source": [ |
| 207 | + "write_workflow_json(delayed_object=plot, file_name=\"workflow_pyiron.json\")" |
| 208 | + ] |
| 209 | + }, |
| 210 | + { |
| 211 | + "cell_type": "code", |
| 212 | + "execution_count": null, |
| 213 | + "id": "72c8e6e6-8e60-4a4f-81f3-968b4b5f36ee", |
| 214 | + "metadata": {}, |
| 215 | + "outputs": [], |
| 216 | + "source": [ |
| 217 | + "!cat workflow_pyiron.json" |
| 218 | + ] |
| 219 | + }, |
| 220 | + { |
| 221 | + "cell_type": "code", |
| 222 | + "execution_count": null, |
| 223 | + "id": "32fcd4b2-4f0a-442d-b098-827672823796", |
| 224 | + "metadata": {}, |
| 225 | + "outputs": [], |
| 226 | + "source": [ |
| 227 | + "flow = load_workflow_json(file_name=\"workflow_pyiron.json\")" |
| 228 | + ] |
| 229 | + }, |
| 230 | + { |
| 231 | + "cell_type": "code", |
| 232 | + "execution_count": null, |
| 233 | + "id": "a80b59bd-fe30-49c6-92ca-35ef2d77a6fb", |
| 234 | + "metadata": {}, |
| 235 | + "outputs": [], |
| 236 | + "source": [ |
| 237 | + "result = run_locally(flow)\n", |
| 238 | + "result" |
| 239 | + ] |
| 240 | + }, |
| 241 | + { |
| 242 | + "cell_type": "code", |
| 243 | + "execution_count": null, |
| 244 | + "id": "6a8d1a17-3698-4873-8937-616e9e7dc7ca", |
| 245 | + "metadata": {}, |
| 246 | + "outputs": [], |
| 247 | + "source": [] |
| 248 | + } |
| 249 | + ], |
| 250 | + "metadata": { |
| 251 | + "kernelspec": { |
| 252 | + "display_name": "Python 3 (ipykernel)", |
| 253 | + "language": "python", |
| 254 | + "name": "python3" |
| 255 | + }, |
| 256 | + "language_info": { |
| 257 | + "codemirror_mode": { |
| 258 | + "name": "ipython", |
| 259 | + "version": 3 |
| 260 | + }, |
| 261 | + "file_extension": ".py", |
| 262 | + "mimetype": "text/x-python", |
| 263 | + "name": "python", |
| 264 | + "nbconvert_exporter": "python", |
| 265 | + "pygments_lexer": "ipython3", |
| 266 | + "version": "3.12.5" |
| 267 | + } |
| 268 | + }, |
| 269 | + "nbformat": 4, |
| 270 | + "nbformat_minor": 5 |
| 271 | +} |
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