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import os | |
from pymatgen.ext.matproj import MPRester | |
import crystal_toolkit.components as ctc | |
from crystal_toolkit.settings import SETTINGS | |
import dash | |
from dash import html, dcc | |
from dash.dependencies import Input, Output, State | |
# Set your Materials Project API key | |
MATERIALS_PROJECT_API_KEY = os.getenv('MATERIALS_PROJECT_API_KEY') | |
# Initialize the Dash app | |
app = dash.Dash(__name__, assets_folder=SETTINGS.ASSETS_PATH) | |
server = app.server # Expose the server for deployment | |
# Define the app layout | |
layout = html.Div([ | |
dcc.Markdown("## Interactive Crystal Viewer"), | |
html.Div([ | |
html.Div([ | |
html.Label("Search by Chemical System (e.g., 'Ac-Cd-Ge')"), | |
dcc.Input( | |
id='query-input', | |
type='text', | |
value='Ac-Cd-Ge', | |
placeholder='Ac-Cd-Ge', | |
style={'width': '100%'} | |
), | |
], style={'width': '70%', 'display': 'inline-block', 'verticalAlign': 'top'}), | |
html.Div([ | |
html.Button('Search', id='search-button', n_clicks=0), | |
], style={'width': '28%', 'display': 'inline-block', 'paddingLeft': '2%', 'verticalAlign': 'top'}), | |
], style={'margin-bottom': '20px'}), | |
html.Div([ | |
html.Label("Select Material"), | |
dcc.Dropdown( | |
id='material-dropdown', | |
options=[], # Empty options initially | |
value=None | |
), | |
], style={'margin-bottom': '20px'}), | |
html.Button('Display Material', id='display-button', n_clicks=0), | |
html.Div([ | |
html.Div(id='structure-container', style={'width': '48%', 'display': 'inline-block', 'verticalAlign': 'top'}), | |
html.Div(id='properties-container', | |
style={'width': '48%', 'display': 'inline-block', 'paddingLeft': '4%', 'verticalAlign': 'top'}), | |
], style={'margin-top': '20px'}), | |
]) | |
# Function to search for materials | |
def search_materials(query): | |
with MPRester(MATERIALS_PROJECT_API_KEY) as mpr: | |
results = mpr.summary.search( | |
chemsys=query, | |
fields=["material_id", "formula_pretty"] | |
) | |
options = [{'label': f"{res.formula_pretty} ({res.material_id})", 'value': res.material_id} for res in results] | |
return options | |
# Callback to update the material dropdown based on search | |
def update_material_dropdown(n_clicks, query): | |
if n_clicks is None or not query: | |
return [], None | |
options = search_materials(query) | |
if not options: | |
return [], None | |
return options, options[0]['value'] | |
# Callback to display the selected material | |
def display_material(n_clicks, material_id): | |
if n_clicks is None or not material_id: | |
return '', '' | |
with MPRester(MATERIALS_PROJECT_API_KEY) as mpr: | |
material = mpr.get_structure_by_material_id(material_id) | |
summary = mpr.summary.get_data_by_id(material_id) | |
# Create the StructureMoleculeComponent | |
structure_component = ctc.StructureMoleculeComponent(material) | |
# Extract key properties | |
properties = { | |
"Material ID": material_id, | |
"Formula": summary.formula_pretty, | |
"Energy Above Hull (eV/atom)": summary.energy_above_hull, | |
"Space Group": summary.symmetry.symbol, | |
"Band Gap (eV)": summary.band_gap, | |
"Formation Energy (eV/atom)": summary.formation_energy_per_atom, | |
"Magnetic Ordering": summary.ordering, | |
"Total Magnetization (μB/f.u.)": summary.total_magnetization, | |
"Is Stable": summary.is_stable, | |
"Crystal System": summary.symmetry.crystal_system, | |
"Density (g/cm³)": summary.density, | |
} | |
# Format properties as an HTML table | |
properties_html = html.Table([ | |
html.Tbody([ | |
html.Tr([html.Th(key), html.Td(str(value))]) for key, value in properties.items() | |
]) | |
], style={'border': '1px solid black', 'width': '100%', 'borderCollapse': 'collapse'}) | |
return structure_component.layout(), properties_html | |
# Register crystal toolkit with the app | |
ctc.register_crystal_toolkit(app, layout) | |
if __name__ == '__main__': | |
app.run_server(debug=True, port=7860, host="0.0.0.0") | |